LAION · Voice Acting · Detector Cookbook

Every performance is a fingerprint of detectors.
Rank the genuine ones.

Give an actor a task — speak while shivering, hide your anger, cry for real — and generate a thousand takes. To choose the best, you don't need a detector for the task itself. You need to know which combination of the experts you already have lights up when the performance is true — and where a new expert is worth training.

59VoiceNet dims
40EmoNet emotions
16vocal-burst families
289extension situations
60extreme-physical scenarios
266acting tasks mapped
167coverable now
72partial
27need new expert

Source taxonomies, made perceivable

Two LAION taxonomies define the space this cookbook maps. The Extension adds 11 situational axes (289 situations) that today's experts don't yet read; the Extreme-Physical set adds 60 high-intensity scenarios — violence, injury, accident, temperature, airway, startle. Every task below is annotated with the existing-expert superposition that approximates it and the new expert (usually one of these axes) that would read it cleanly.

Extension — 11 situational axes → proposed expert families

  • Body Posture & Gravitational Alignment — how gravity/skeleton/thoracic compression reshape the tract
  • Physical Activity & Dynamic Load — metabolic demand, movement & object-handling competing with the signal
  • Speaking Target & Projection — who/what is addressed — throw, register, feedback loop
  • Social Situation & Context — the social game — power, stakes, masking
  • Environment & Acoustic Space — reverb, ambient floor, reflections coloring the voice
  • Health & Physiological Condition — medical/biological states altering production at the source
  • Face & Head Obstructions — masks, hands, muffling, mouth interference
  • Climate & Atmospheric Conditions — cold/heat/wind/altitude shaping breath & effort
  • Substance & Chemical Influence — alcohol/sedation/stimulants/altered states
  • Fatigue, Sleep & Energy State — drowsiness, exhaustion, energy level
  • Pain & Physical Distress — acute & chronic pain expressed through voice

Extreme-Physical — 6 × 10 scenarios

TENSExtreme Physical Tension & ExertionImpossible Lifts · Restraints · Grappling · Trapped in Wreckage · Endurance Collapse
BRTHExtreme BreathlessnessOxygen Debt · Near-Drowning · Asthma · Choking · Hyperventilation · Smoke · Free-Dive Panic
PAINExtreme Physical PainGunshot · Burns · Fractures · Impalement · Animal Attack · Electrocution · Surgery-Awake · Crush · Torture
TEMPExtreme Temperature ShockIce Immersion · Polar Storm · Scalding · Heat Stroke · Burning · Frostbite · Fever Crisis
TASTEExtreme Oral & Gustatory SensationCapsaicin · Sourness · Scalding · Poison-Bitter · Wasabi · Brain Freeze · Alcohol/Solvent
SHOCKExtreme Surprise & StartleJump Scares · Explosions · Discovering a Body · Near-Miss Crash · Devastating News · Home Invasion

The ranking idea

For any task, define its acoustic signature — the expected reading on each expert when the condition is genuinely present. Then score every candidate take by how closely it matches that signature, gated by the two experts that ask “how real does this sound?”: Genuineness and Vocal-Burst Blend.

score(take) = Σd wd·match(VoiceNet/EmoNet/burst[d], signature[d])  × Genuineness × Blend(if bursts) × invWER

Masking tasks flip it: the signal is the incongruence — a loud surface emotion with a calm body and low genuineness is exactly what “pretending to be angry” sounds like. Those we can already rank well.

Physical Exertion & Environment

26 tasks

The body competing with the voice — load, breath, heat, cold, altitude, airway, and the spaces speech must cross.

Exertion & Body Load 4

Speaking while climbing

Partial superposition

The voice is a passenger on a working body. Every reach resets the breath; sentences bend around handholds.

acoustic signature

Speech chopped into effort-sized units; inhales stolen mid-phrase; a grunt on each pull; pitch jitter from a braced core.

detector superposition
RESP↑ labouredCHNK↓ fragmentedTENS↑ braced torsogrunts (burst)gasps_and_inhalesVOLT↑
rank candidates by

Match the breath-rhythm signature × grunt-burst density × Blend of the grunts; Genuineness separates a real gasp from a decorative one.

new expert

Physical-Load / Exertion expert (extension: Physical Activity & Dynamic Load) — regress metabolic effort from breath-work interference.

Speaking while lifting / carrying heavy

Partial superposition

The word is squeezed out past a held breath. The body wins; the sentence loses.

acoustic signature

Valsalva-strained onsets, delayed exhale, a grunt at the point of load, compressed pitch.

detector superposition
TENS↑ATCK strainedgrunts (burst)RESP↑ held→burstFULL↑ chest-pressed
rank candidates by

Grunt-at-load timing + strain onset; Blend confirms the grunt belongs to the effort, not the script.

new expert

Effort/Strain expert — detect glottal bracing & Valsalva release.

Out of breath after running

Coverable now

Speech arrives in gulps between the lungs' demands. The mind is ahead of the air.

acoustic signature

Panting inter-word inhales, truncated phrases, rising then settling arousal, breath audible over voice.

detector superposition
RESP↑↑breathing (burst)CHNK↓AROU↑→↓ (arc)ARSH↓ settling
rank candidates by

Breathing-burst rate + RESP + the arousal-decay arc; Genuineness flags theatrical panting.

Walking-and-talking / stairs

Partial superposition

A gentle metronome under the speech — footfalls the ear half-hears, breath on a two-beat.

acoustic signature

Mild rhythmic breath modulation, small dynamic bounce per step, occasional handling thump.

detector superposition
RESP↑ mildDARC oscillatinghand_and_body_soundsSMTH↓ slight
rank candidates by

Periodic dynamic/breath modulation vs a still recording; low weight — subtle.

new expert

Locomotion/gait-cadence expert (extension: Physical Activity).

Extreme Exertion & Restraint 3

Impossible lift / pushing beyond capacity

Partial superposition

The body meets a wall that won't move, and the voice is the last thing spent. Speech is the overflow of a system at redline.

acoustic signature

Words crushed between clenched teeth, Valsalva-held breath bursting into grunts, pitch driven up by torso pressure, trembling sustain.

detector superposition
TENS↑↑grunts (burst)RESP held→burstATCK strainedVOLT↑ tremorPain (edge)
rank candidates by

Grunt-at-peak timing × strain-onset × Blend of the grunts; Genuineness kills a decorative 'hnngh'.

new expert

Physical-Load / Exertion expert (extension: Physical Activity & Dynamic Load).

Straining against restraints / trapped in wreckage

Partial superposition

Bound, the effort has nowhere to go but the voice — a caged animal's mix of rage, plea and grunt.

acoustic signature

Rhythmic surges of effort against a fixed load, panic-tinged breath, calls for help fracturing into grunts.

detector superposition
TENS↑grunts (burst)Fear/Distress↑RESP surgingSTNC plea↔demand
rank candidates by

Effort-surge periodicity + fear-blend + help-call bursts; the restraint context needs the physical-load expert.

new expert

Restraint/entrapment sub-model (extension: Physical Activity + Health).

Endurance at the edge of collapse

Coverable now

Every word is borrowed against reserves that are gone. The voice sags toward the floor with each phrase.

acoustic signature

Falling dynamic arc, quavering sustain, breath outpacing voice, will fighting fade.

detector superposition
Fatigue/Exhaustion↑DARC↓VOLT↑ quaverRESP>voiceAROU↓ w/ effort spikes
rank candidates by

EmoNet Fatigue × falling arc × breath-dominance; strong existing coverage.

Airway & Breathlessness 4

Choking on food / foreign object

Partial superposition

The airway betrays the actor mid-word. Speech becomes a fight for the next breath, then nothing but the fight.

acoustic signature

Abrupt cutoff, silent-then-violent inspiratory stridor, cough-throat spasms, panic escalation, wordless struggle.

detector superposition
coughing_and_sneezing (burst)gasps_and_inhales stridorRESP obstructedFear↑↑screams_and_shrieks (near)
rank candidates by

Obstructed-inspiration texture + cough spasms + fear spike; airway-obstruction detector would firm it.

new expert

Airway-obstruction expert (extension: Health & Physiological Condition).

Near-drowning & water inhalation

Needs a new expert

The body has swallowed the wrong element. Speech comes in retching, water-logged gasps between coughs.

acoustic signature

Wet gurgling voice, explosive coughs, desperate whooping inhales, sputtering fragments.

detector superposition
RESP water-loggedcoughing_and_sneezing↑↑gasps whoopingDistress↑ROUG↑ wet
rank candidates by

The wet-airway timbre is distinctive but unlabeled; approximate via cough+gasp density.

new expert

Aspiration/wet-airway expert (extension: Health).

Hyperventilation & panic spiral

Coverable now

The breath runs away from the person. Words get shorter as the CO₂ drops and the fear feeds itself.

acoustic signature

Rapid shallow over-breathing, shrinking phrases, rising pitch, tingling-panic tremor, escalating arousal.

detector superposition
RESP↑↑ rapid-shallowFear/Distress↑CHNK↓↓AROU↑ runawayVOLT↑
rank candidates by

Breath-rate + fear + shrinking-phrase arc are all measurable; rank the runaway trajectory.

Severe asthma attack

Needs a new expert

Each breath is drawn through a straw the body keeps pinching. The wheeze becomes the loudest voice in the room.

acoustic signature

Audible expiratory wheeze, prolonged effortful exhale, clipped 2–3 word phrases, mounting fear.

detector superposition
RESP wheezeCHNK↓Fear↑TENS↑ accessory-musclebreathing (burst)
rank candidates by

Wheeze spectral signature isn't a class yet; approximate via effortful-exhale + phrase-clipping.

new expert

Respiratory-pathology expert (wheeze/stridor; extension: Health).

Thermal & Environmental 4

Speaking while shivering from cold

Partial superposition

The cold hijacks the exhale. Words ride a trembling breath; the jaw won't stay still.

acoustic signature

Amplitude/pitch tremor at shiver frequency, stuttered onsets, clipped clenched-jaw articulation, sharp inhales, teeth chatter.

detector superposition
VOLT↑ tremorATCK jitteredTENS↑ jaw-clenchCLRT↓gasps_and_inhalesFear/Distress (faint)
rank candidates by

A tremor-periodicity score (4–8 Hz amplitude modulation) × clipped-articulation × sharp-inhale bursts; Genuineness kills the acted 'brrr'.

new expert

Tremor/Shiver expert — a dedicated periodic-modulation head (also serves fear-tremor, cold, adrenaline).

Sweltering heat / heavy sweat

Needs a new expert

Everything slows and loosens; the mouth is dry, the will to enunciate melts.

acoustic signature

Sluggish tempo, sticky dry-mouth clicks, heavier breath, lowered arousal, less crispness.

detector superposition
TEMP↓AROU↓mouth_and_lip_sounds (dry)CLRT↓RESP↑ mild
rank candidates by

Approximate via slowing + dry-mouth clicks, but weak — needs the climate expert.

new expert

Climate & Atmospheric Conditions expert (extension).

Speaking into strong wind

Partial superposition

The wind eats the consonants and pushes the breath back down the throat.

acoustic signature

Buffeting noise bursts, raised effort/volume to overcome, clipped plosives, proximity gusts.

detector superposition
BKGN↑ buffetingRESP↑ pushedEMPH↑ over-projectRCQL affected
rank candidates by

Background-noise texture + over-projection; the recording-quality dims carry most signal.

new expert

Environment/wind-noise expert (extension: Environment & Acoustic Space).

Speaking at high altitude / thin air

Needs a new expert

The lungs ask for more than the air gives. Phrases shorten; a quiet urgency to breathe.

acoustic signature

Frequent shallow inhales, shortened phrase length, mild breathiness, elevated baseline effort.

detector superposition
RESP↑CHNK↓breathing (burst) frequentAROU↑ mild
rank candidates by

Looks like mild exertion — hard to distinguish from running without context.

new expert

Respiratory-Load / hypoxia expert (extension: Climate / Health).

Temperature & Fire 3

Ice-water immersion / cold shock

Partial superposition

The cold punches the breath out and won't give it back. The first sound is not a word — it's a gasp the body seized.

acoustic signature

Explosive cold-shock gasp, uncontrollable hyperventilation, teeth-chatter tremor, clipped can't-breathe words.

detector superposition
gasps explosiveRESP↑↑ hyperventilationVOLT↑↑ chatterCLRT↓ clenchedFear↑
rank candidates by

Cold-shock gasp onset + chatter-tremor periodicity + hyperventilation; the tremor/climate experts sharpen it.

new expert

Tremor/Shiver + Climate expert (extension: Climate & Atmospheric).

Desert heat stroke / hyperthermia

Needs a new expert

The system overheats and slows. Speech turns thick, confused, drifting — the words arrive late and leave early.

acoustic signature

Sluggish slurred speech, confusion, weak breath, dry-mouth clicks, fading coherence.

detector superposition
TEMP↓↓Confusion↑CLRT↓ thickmouth_and_lip_sounds dryAROU↓ w/ distress
rank candidates by

Reads as intoxication+confusion; heat-specific state needs the climate/health expert.

new expert

Climate/thermal-crisis expert (extension: Climate).

Frostbite onset / extremity loss

Needs a new expert

Cold that has stopped hurting and started to steal. The voice narrows to shock and disbelieving calm.

acoustic signature

Numb flat affect over fear, slowed careful speech, shivering that's easing ominously.

detector superposition
Emotional Numbness↑Fear (under)VOLT↓ easingTEMP↓VALN↓ flat
rank candidates by

The 'ominous calming' is subtle; needs climate/health context.

new expert

Climate expert (extension).

Environment & Acoustics 8

Shouting over the club (Lombard speech)

Partial superposition

Conversation at 100 dB — the voice reshapes itself: louder, higher, flatter, vowels stretched to survive.

acoustic signature

Lombard effect: raised F0, increased intensity, flattened contours, stretched vowels, repetition, leaning-in rhythm.

detector superposition
EMPH↑↑RANG↑ raised-flatTEMP↓ stretchedrepetitionBKGN implied
rank candidates by

Lombard signature (raise+flatten+stretch) is measurable even on clean audio; a Lombard/noise-adaptation head confirms.

new expert

Lombard-speech expert (extension: Environment).

Library whisper argument

Coverable now

A full fight conducted under 30 decibels. All the anger, none of the volume — intensity displaced into consonants.

acoustic signature

Whispered speech with argument prosody: hard consonant attacks, compressed fury, hiss dynamics.

detector superposition
S_WHISAnger (compressed)EMPH consonant-attackTENS↑VOLT↑ in whisper
rank candidates by

★ Whisper carrier + anger leak = the whisper-fight incongruence; coverable.

Prison visit through glass

Partial superposition

Intimacy through a handset and a pane — love flattened by telephone bandwidth and time limits.

acoustic signature

Handset-narrowband implication, pressed closeness, time-pressure pacing, held composure with leaks.

detector superposition
RCQL narrowband-impliedVULN↑TEMP pressuredSadness/Longing (held)composure leaks
rank candidates by

The emotional layer is fully rankable; the transmission-acoustic context wants the environment expert.

new expert

Channel/transmission-acoustics expert (extension: Environment).

Helium voice (and the deep-gas opposite)

Needs a new expert

The prank register — resonance shifted up a cartoon octave, dignity impossible; or the demon-deep SF6 twin.

acoustic signature

Formants shifted wildly up (He) or down (SF6), pitch mostly unchanged, comic mismatch, giggle contamination.

detector superposition
R_* formant-shift globalREGS apparent-shiftlaughter contaminationS_CART effect
rank candidates by

Global formant displacement isn't a modeled dimension; a formant-shift/resonance-anomaly head would catch gas, masks and tract anomalies at once.

new expert

Formant-anomaly expert (gas / tract-modification).

Muffled through a mask / scarf / gag

Partial superposition

Speech with the top sanded off — high frequencies stolen, plosives softened, effort raised to compensate.

acoustic signature

High-frequency damping, blurred plosives, raised vocal effort, occasional fabric noise.

detector superposition
BRGT↓ dampedCLRT↓ plosivesEMPH↑ compensatingRCQL muffle
rank candidates by

Damping+compensation pattern approximates it; the obstruction axis is an extension dimension.

new expert

Face/head-obstruction expert (extension: Obstructions).

Leading the chant at the rally

Coverable now

One voice building a thousand — call lines thrown to be caught, rhythm made for crowds, hoarseness as a badge.

acoustic signature

Projected call-and-response cadence, chant meter, rising crowd-energy, progressive hoarsening.

detector superposition
EMPH↑↑ projectedSMTH chant-meterDARC↑ buildingROUG↑ over timeS_AUTH crowd
rank candidates by

Chant-meter + projection + progressive hoarsening; coverable.

Talking through a door

Partial superposition

Negotiation with wood between — raised flattened voice, questions leaning on the handle, replies guessed at.

acoustic signature

Raised projection at odd intimacy, muffle-implication, repeated 'what?' loops, door-frame pacing.

detector superposition
EMPH↑repetition loopsBKGN barrier-impliedSTNC negotiating
rank candidates by

Projection + repetition-loop structure; barrier acoustics want the environment expert.

new expert

Environment/barrier expert (shared).

The aftermath call from the crash

Coverable now

Adrenaline dialing home — 'I'm okay' said too many times, shake in the voice arguing otherwise.

acoustic signature

Post-crash tremor, repetition of reassurance, arousal crashing in waves, sirens-context urgency.

detector superposition
VOLT↑ tremorrepetition 'I'm okay'ARSH wavesFear→Relief cyclingGenuineness (okay)↓
rank candidates by

★ Reassurance-repetition with tremor contradiction — 'I'm fine' incongruence; coverable.

Body, Illness, Pain & Substances

31 tasks

The instrument itself altered — sickness, injury, violence, appetite, chemistry.

Illness & Vocal Tract 8

Hoarse voice

Coverable now

The instrument is bruised. Every note comes with grit; the top of the range is gone.

acoustic signature

High roughness, broken harmonicity, breathy leakage, reduced brightness, extra effort for volume.

detector superposition
ROUG↑↑HARM↓BRGT↓RESP↑ effortTENS↑
rank candidates by

Roughness × harmonicity-loss × brightness-drop is a clean VoiceNet superposition; Genuineness separates real rasp from an actor's growl.

Almost-lost voice after shouting

Coverable now

Only a wire of sound is left. The speaker chooses words to spare the throat.

acoustic signature

Aphonic breaks, whisper-voice mixing, pitch dropouts, very low fullness, wincing effort.

detector superposition
ROUG↑HARM↓↓S_WHIS↑ mixedRESP↑Pain/Fatigue (faint)
rank candidates by

Voicing-dropout rate + whisper-mix + harmonicity floor; strong existing coverage.

Blocked nose / congestion

Coverable now

The mask is shut. Vowels lose their ring; every 'm' becomes a 'b'.

acoustic signature

Hyponasal timbre, denasalized nasals, dull mask resonance, mouth-breathing.

detector superposition
R_NASL↓ (hyponasal)R_MASK↓CLRT↓ nasalsbreathing mouth
rank candidates by

Nasal/mask resonance drop is directly in VoiceNet — coverable now.

Coughing fit mid-sentence

Coverable now

The body interrupts the mind. Speech resumes shaken, an octave unsteady.

acoustic signature

Cough bursts, post-cough breath recovery, throat-clears, a wobble on re-entry.

detector superposition
coughing_and_sneezing (burst)throat_and_vocal_soundsRESP↑ recoveryVOLT↑
rank candidates by

The cough family is a named burst class — locator+classifier detect it, Blend rates whether it belongs; genuineness ranks realness.

Recurring hiccups

Needs a new expert

A tiny betrayal every few seconds — the glottis snaps shut mid-word, uninvited.

acoustic signature

Periodic glottal-closure chirps, clipped syllables at the hic, involuntary pitch spikes, speaker working around them.

detector superposition
periodic glottal spike (unnamed)ATCK suddenVOLT↑throat_and_vocal_sounds (near)
rank candidates by

No hiccup class exists; the locator may catch the event but can't label it. Rank by periodicity + involuntary-onset once we have the expert.

new expert

Hiccup expert — a periodic involuntary-glottal-spasm detector (new burst subclass).

Occasional sneezing

Coverable now

A build, a peak, a spray — and a sheepish return to the sentence.

acoustic signature

Pre-sneeze inhale, the sneeze burst, nasal aftermath, apology beat.

detector superposition
gasps_and_inhales (build)coughing_and_sneezing (burst)R_NASL post
rank candidates by

Sneeze lives in the coughing_and_sneezing family — detectable and Blend-scorable now.

Yawning through speech

Partial superposition

The body overrides decorum; the vowel stretches into a cavern.

acoustic signature

Pharyngeal-widening timbre shift, pitch dip and glide, stretched vowel, watery close.

detector superposition
R_THRT↑ widenedTEMP↓ mid-wordsighs/gasps (burst)RANG↓ glide
rank candidates by

Approximate via the pharyngeal timbre-shift + a yawn-shaped pitch glide; a yawn micro-class would sharpen.

new expert

Yawn expert (burst subclass) — also feeds sleepiness.

Dry mouth / cottonmouth

Coverable now

The tongue sticks; speech comes with little clicks the speaker can't hide.

acoustic signature

Frequent sticky mouth clicks, reduced sibilant crispness, swallow sounds.

detector superposition
mouth_and_lip_sounds↑tongue_clicksCLRT↓ sibilantseating_and_drinking (swallow)
rank candidates by

Mouth-click and tongue-click families + clarity drop cover this.

Pain, Injury & Violence 7

Gunshot / penetrating wound

Partial superposition

A switch is thrown the mind can't catch up to. Voice lurches from normal to a body that no longer obeys it.

acoustic signature

Sudden breath-punch cutoff, delayed cry, shock-flattened then spiking pain, weakening voice, wet undertone.

detector superposition
ATCK punchscreams_and_shrieks (burst)Pain↑↑Astonishment→Pain arcDARC↓ weakening
rank candidates by

Onset-shock discontinuity × pain-cry burst × Pain-EmoNet × weakening arc; injury-type needs the pain expert.

new expert

Injury/pain-type expert (extension: Pain & Physical Distress).

Severe burns / fire exposure

Partial superposition

Pain without pause — no wave to ride, just a wall. The voice climbs and stays climbed.

acoustic signature

Sustained high-pitched cry, ragged continuous scream-breath, no recovery valleys, raw roughness.

detector superposition
Pain↑↑screams_and_shrieks sustainedRANG↑ pinned-highROUG↑ rawRESP ragged
rank candidates by

Sustained-vs-pulsed cry shape + pain intensity + rawness; burn vs blunt-pain distinction wants the pain expert.

new expert

Pain-type expert (thermal vs ballistic vs crush; extension: Pain).

Compound fracture / crush injury

Partial superposition

The body reports damage in a language older than words — a rising, disbelieving howl.

acoustic signature

Sharp intake, rising howl with disbelief, guarding tension, panting between waves.

detector superposition
Pain↑↑gasps sharpAstonishment+PainTENS↑ guardingscreams (burst)
rank candidates by

Pain-wave periodicity + guarding tension + disbelief blend.

new expert

Pain-type expert (shared).

Electrocution

Needs a new expert

The current speaks for the body — a locked, buzzing, involuntary vocalization no will can shape.

acoustic signature

Frozen glottal tone, jittering amplitude at mains-adjacent rate, teeth-locked articulation, release gasp.

detector superposition
VOLT↑↑ locked-jitterTENS↑↑ full-bodyCLRT↓↓ lockedATCK frozengasp release
rank candidates by

The locked involuntary buzz is unlike anything labeled; needs a dedicated detector.

new expert

Involuntary-seizure/tetany expert (extension: Health / Pain).

Torture / deliberate sustained pain

Partial superposition

The most demanding thing an actor can voice: agony that must not become melodrama. The breaks are involuntary; the endurance is character.

acoustic signature

Cyclic build-break-recover, breath control failing under waves, defiance vs collapse, hoarsening over time.

detector superposition
Pain↑↑screams/groans (burst)VOLT↑ wavesDefiance↔HelplessnessROUG↑ over-time
rank candidates by

Wave-cycle structure × vocal-fatigue accumulation × the defiance/helplessness balance; Genuineness is decisive here.

new expert

Pain expert + vocal-fatigue-accumulation expert.

Animal attack

Partial superposition

Primal terror with no negotiation. Voice reverts to warning, flinch and shriek.

acoustic signature

Explosive startle scream, flinch-gasps, breathless terror, fragmented warnings.

detector superposition
screams_and_shrieks↑↑Fear↑↑ATCK explosivegasps flinchRESP breathless
rank candidates by

Startle-scream + terror + flinch-gasp density; overlaps generic terror — context-thin.

new expert

Threat/startle expert (extension: Social + Health).

Surgery / medical agony while conscious

Coverable now

Trapped politeness meets unbearable sensation — the actor must leak agony through a body trying to cooperate.

acoustic signature

Suppressed then breaking cries, clenched compliance, trembling 'I'm okay's, sweat-breath.

detector superposition
Pain↑suppressed→breakingTENS↑ complianceVULN↑Genuineness (of 'okay')↓
rank candidates by

★ Incongruence: leaked pain under compliance + falling 'I'm fine' genuineness — measurable now.

Oral & Gustatory Shock 3

Capsaicin / superhot chili overload

Partial superposition

The mouth is on fire and the voice tries to keep composure it doesn't have. Words fight through gasps and fanning breath.

acoustic signature

Panting cooling-breath, rising pitch of distress-amusement, sputtering, water-seeking sounds, laughter-pain blend.

detector superposition
Pain+Amusement blendgasps coolingRESP pantingmouth_and_lip_soundsVOLT↑
rank candidates by

Pain+amusement co-activation + cooling-breath density; oral-specific state wants the gustatory expert.

new expert

Gustatory-reaction expert (extension: Health / new Oral axis).

Extreme sourness

Coverable now

The face collapses inward and drags the voice with it — a puckered, involuntary recoil mid-word.

acoustic signature

Puckered constricted timbre, sharp intake, involuntary 'ooh', clenched articulation.

detector superposition
Sourness (EmoNet)↑gasps sharpCLRT↓ puckeredVOLT↑
rank candidates by

EmoNet actually has Sourness — combine with the puckered-recoil markers; coverable.

Brain freeze / ice overload

Partial superposition

A spike behind the eyes stops the sentence cold. Speech pauses, winces, and gingerly resumes.

acoustic signature

Abrupt mid-word pause, pained inhale, temple-guarding tension, careful resume.

detector superposition
Pain (sharp brief)gaspsTENS↑ briefTEMP break
rank candidates by

Brief-sharp-pain event + resume; a transient-pain micro-detector would catch it cleanly.

new expert

Transient-pain-event expert.

Substances & Altered 3

Tipsy → drunk (graded)

Partial superposition

Loosened, then unmoored. First the edges soften; later the whole architecture leans.

acoustic signature

Progressive slurring, pitch/timing looseness, over-familiar warmth, delayed timing, rising volume unawareness.

detector superposition
Intoxication/Altered (EmoNet)CLRT↓ gradedSMTH↓STNC↑ over-familiarVOLT↑
rank candidates by

EmoNet's Intoxication head + articulation-clarity gives a coarse level; a graded BAC-style expert would rank tipsy→drunk cleanly.

new expert

Intoxication-level expert (extension: Substance & Chemical Influence) — ordinal 0–6.

Waking from anesthesia / sedation

Needs a new expert

The self reassembles in pieces. Words float loose, unanchored to intent.

acoustic signature

Extreme slur, disinhibited affect swings, long latencies, childlike prosody, confusion.

detector superposition
CLRT↓↓COGL↑ latencyVOLT↑↑ swingsConfusion (EmoNet)Intoxication/Altered
rank candidates by

Reads as heavy intoxication + confusion; distinguishing sedation needs the substance expert.

new expert

Substance/sedation expert (extension).

Dizzy / nauseous

Needs a new expert

The room tilts; the voice grips the rail. Speech is careful, swallowed, delayed.

acoustic signature

Careful slow speech, frequent swallows, breath-holding, queasy timbre, arousal dip with tension.

detector superposition
TEMP↓ carefuleating_and_drinking (swallow)RESP heldDisgust (faint)TENS↑
rank candidates by

Weakly approximable; a visceral-distress expert is the right tool.

new expert

Nausea/visceral-distress expert (extension: Health & Physiological).

Body States & Appetites 10

The morning-after hangover

Coverable now

A skull two sizes too small — every sound too loud, including one's own voice, which is used sparingly and low.

acoustic signature

Croaky dry low voice, minimal volume, wincing at loudness, slow careful delivery, self-pity notes.

detector superposition
ROUG↑ croakDARC↓ spareTEMP↓ carefulPain (dull)mouth dry clicks
rank candidates by

Croak + spare-careful + dull-pain blend; coverable.

Too much coffee

Coverable now

The nervous system over-clocked — speech jittery, fast, emphatic about nothing, hands audible in the voice.

acoustic signature

Accelerated jittery tempo, micro-tremor, over-emphasis, breath slightly ahead of thought, scattered focus.

detector superposition
TEMP↑VOLT↑ jitterEMPH overAROU↑ wiredFOCS scattered
rank candidates by

Wired-jitter signature; coverable (tremor head sharpens).

Hangry

Coverable now

Blood sugar negotiating on behalf of the personality. Patience shortened to a stub; apologies pre-drafted.

acoustic signature

Irritability leaking through politeness, clipped snaps then retractions, low-energy undertow.

detector superposition
Impatience & Irritability↑snaps+retractionsAROU low-with-spikesGenuineness (politeness)↓
rank candidates by

Irritability-leak with retraction pattern; coverable.

Desperately needing the bathroom

Partial superposition

A negotiation with the body conducted while pretending to listen. Attention divided at the hips.

acoustic signature

Compressed pained politeness, fidget rhythm, accelerating wrap-up attempts, tension spikes, clipped assent.

detector superposition
TENS↑ pelvic-proxyTEMP↑ wrap-upFOCS↓ dividedVOLT spikespolite-compressed
rank candidates by

Divided-attention + wrap-up acceleration + tension approximate it; comedy staple, niche head unneeded — composite suffices.

new expert

(composite only — no new expert needed)

Holding back vomit mid-speech

Coverable now

The throat declaring an emergency the speaker overrules, briefly. Words placed between waves.

acoustic signature

Wave-timed pauses, wet swallows, breath-holds, gag-adjacent throat sounds, pallor you can hear.

detector superposition
eating/swallow burstsRESP holdsthroat gag-adjacentTEMP wave-timedDisgust visceral
rank candidates by

Wave-pause structure + swallow/gag bursts; coverable, blend rates realism.

Novocaine mouth

Partial superposition

Half the mouth on strike — labials mangled, drool policed, dignity negotiated consonant by consonant.

acoustic signature

One-sided articulation failure, b/p/m distortion, slurred labials, self-amused embarrassment.

detector superposition
CLRT↓ labial-specificasymmetric slurEmbarrassment+Amusementmouth sounds
rank candidates by

Labial-specific failure pattern + the amusement blend; phoneme-level head sharpens.

new expert

Phoneme-articulation expert (shared with lisp).

Migraine speech

Partial superposition

Language through a light-storm — words chosen for economy, volume for mercy, the aura sometimes stealing them entirely.

acoustic signature

Quiet spare careful speech, photophobic wince-pauses, occasional aphasic word-loss (aura), pain undertone.

detector superposition
DARC↓ mercifulTEMP↓ sparePain (steady)DFLU aura-lossVULN
rank candidates by

Spare-careful-pained now; aura word-loss events want the neuro expert.

new expert

Neuro-episode expert (shared with aphasia).

Concealing morning sickness in the meeting

Coverable now

A secret negotiated with the stomach in public. Professional cadence with escape routes planned.

acoustic signature

Professional surface with swallow-pauses, breath management, careful head-still delivery, wave-timed contributions.

detector superposition
S_FORM surfaceswallowsRESP managedwave-timed pausesGenuineness (fine)↓
rank candidates by

★ Professional surface × visceral-suppression leaks — the concealment incongruence.

Third-trimester breathlessness

Coverable now

Lungs renting out the penthouse — shorter phrases, more breaths, effort in ordinary sentences, humor about it.

acoustic signature

Shortened breath-groups, audible support effort, mid-sentence refills, self-aware laughter.

detector superposition
RESP↑CHNK↓ shortenedrefill inhaleslaughter self-awareeffort mild
rank candidates by

Breath-group shortening + refill pattern; coverable.

Chronic illness: the practiced 'I'm fine'

Coverable now

Pain so routine it has a customer-service voice. The mask is competent; the cost is in the corners.

acoustic signature

Smooth rehearsed wellness-script, flattened pain leak, energy budgeting audible, brief truth-flickers.

detector superposition
surface bright-scriptPain (flattened leak)Fatigue budgetedGenuineness↓flicker events
rank candidates by

★ The rehearsed-wellness incongruence — script-smoothness × pain/fatigue leak.

Consciousness, Shock & Altered States

25 tasks

The pilot dimmed, switched, or overwhelmed — startle, trance, dissociation, neurology, dying.

Startle, Shock & Catastrophe 4

Jump scare / sudden appearance

Coverable now

A hundred milliseconds where the body decides before the mind. The voice fires before the word forms.

acoustic signature

Involuntary scream/gasp, breath-seize, a beat of silence, then shaky recovery and nervous laugh.

detector superposition
screams/gasps (burst)ATCK explosiveARSH↑↑ instantRESP seize→recoverlaughter (nervous) after
rank candidates by

Startle-onset sharpness + instant arousal-jump + recovery arc; the involuntary burst + blend rank realness.

Discovering a body / catastrophic scene

Coverable now

The scene arrives faster than comprehension. Voice drops out, then returns in disbelief that won't hold shape.

acoustic signature

Breath-punched silence, a small broken sound, disbelieving fragments, dawning horror, backing-away tremor.

detector superposition
Astonishment→Horror arcgaspsDARC↓ dropoutDistress↑VOLT↑ dawning
rank candidates by

The surprise→horror emotional trajectory + dropout + dawning tremor are readable; rank the arc.

Devastating news received suddenly

Coverable now

The world reorganizes in one sentence. The voice that answers is not the one that asked.

acoustic signature

A caught breath, a collapse in pitch and energy, delayed uncomprehending questions, numbness or breaking.

detector superposition
Astonishment→GriefgaspDARC↓↓COGL↑ latencyEmotional Numbness or Sadness
rank candidates by

Surprise-to-grief pivot + energy collapse + latency; strong EmoNet+dynamics coverage.

Near-miss car accident

Coverable now

Adrenaline arrives a half-second after survival. The voice shakes out the fear it didn't have time to feel.

acoustic signature

Post-event breath explosion, shaking expletives, arousal spiking then crashing, disbelieving laugh.

detector superposition
ARSH↑→↓RESP explosionVOLT↑ shakeFear→Relieflaughter nervous
rank candidates by

Adrenaline arc (spike→crash) + shake + fear/relief blend; measurable.

Consciousness & Energy 3

Speaking while sleepy / just waking

Partial superposition

The voice hasn't caught up with the person. Thoughts arrive late; the body is still warm and heavy.

acoustic signature

Low arousal, slurred onsets, thick low resonance, long pauses, yawns, gravelly fry.

detector superposition
AROU↓↓TEMP↓SMTH↓R_CHST↑ thickROUG↑ fryDFLU↑
rank candidates by

Superpose low-arousal + slur + morning-fry + yawns; a dedicated head disentangles 'sleepy' from 'drunk' and 'sad'.

new expert

Sleepiness / drowsiness expert (extension: Fatigue, Sleep & Energy State).

Bone-tired exhaustion

Coverable now

Speaking costs more than it returns. The voice leans downhill toward silence.

acoustic signature

Falling dynamic arc, trailing phrase-ends, heavy sighs, flat affect, breath before every clause.

detector superposition
Fatigue/Exhaustion (EmoNet)DARC↓ fallingAROU↓sighs (burst)VALN↓ flat
rank candidates by

EmoNet already has Fatigue/Exhaustion — combine with the falling arc and sigh density; strong coverage.

Adrenaline crash after a scare

Partial superposition

The alarm is over but the body still rings. The voice shakes as the charge drains.

acoustic signature

Post-peak tremor, unsteady breath, arousal decaying from a high, occasional nervous laugh.

detector superposition
ARSH↓ from highVOLT↑ residualRESP↑ unsteadylaughter (nervous)Relief/Fear mix
rank candidates by

The arousal-shift arc + residual tremor + relief/fear blend; the tremor expert would firm it up.

new expert

Tremor/Shiver expert (shared).

Altered Consciousness 10

Dissociation / depersonalization

Partial superposition

Speaking from behind glass. The words are correct but the person is not in them — affect flattened, self at a distance.

acoustic signature

Flat monotone over content that should move, derealized even tempo, low arousal decoupled from meaning, emotional absence.

detector superposition
Emotional Numbness↑VALN flatAROU↓ decoupledVOLT↓↓Genuineness (of affect)↓
rank candidates by

★ Detect as affect-content decoupling: expected emotion by context absent in voice — measurable as low EmoNet over emotive text; a dissociation expert would formalize it.

new expert

Dissociation / affect-decoupling expert (extension: Health).

Hypnotic trance / deep meditation

Partial superposition

The nervous system idling near sleep but present — speech slow, smooth, weightless, all edges gone.

acoustic signature

Very low arousal, glacial smooth tempo, minimal tension, relaxed resonance, even breath.

detector superposition
AROU↓↓TEMP↓↓SMTH↑↑TENS↓↓RESP slow-even
rank candidates by

Deep-calm signature (low arousal+slow+smooth+relaxed) is measurable; distinguishing trance from mere calm/sleepy wants a state expert.

new expert

Consciousness-state expert (extension: Fatigue/Sleep/Energy).

Psychotic break / responding to hallucination

Needs a new expert

The actor speaks to a reality no one else shares. Prosody and content split; the voice answers voices.

acoustic signature

Incongruent affect, sudden register/target shifts (talking to unseen), disrupted turn-structure, fluctuating arousal.

detector superposition
affect-content incongruencetarget-shift (addressee)VOLT↑↑STRU disruptedFear/Confusion
rank candidates by

Multi-signal but no single head; needs an incoherence/addressee-shift expert + the affect-decoupling head.

new expert

Thought-disorder / incoherence expert (extension: Social + Health).

Delirium / fever dream

Needs a new expert

The mind unmoored from time — fragments, mumbling, sudden lucid spikes, drifting between here and elsewhere.

acoustic signature

Mumbled drifting speech, incoherent fragments, sudden clear-then-lost, weak arousal with spikes.

detector superposition
CLRT↓↓Confusion↑STRU fragmentedAROU driftingmumbling
rank candidates by

Approximate via incoherence+mumble; delirium-specific needs the health/consciousness expert.

new expert

Delirium/consciousness expert (extension: Health).

Fainting / syncope onset

Coverable now

The voice fading as the blood leaves the head — words slowing, slurring, dropping into silence mid-thought.

acoustic signature

Progressive slowing and pitch-drop, slur, trailing to silence, a last soft exhale.

detector superposition
TEMP↓↓ decelDARC↓↓ to silenceCLRT↓ slurAROU↓↓RESP last-exhale
rank candidates by

The fade-to-silence trajectory is a clean temporal signature (like the death scene); rank the decel-to-silence.

Post-seizure (postictal) confusion

Needs a new expert

Coming back into a self that isn't loaded yet — thick speech, no memory, groping for words.

acoustic signature

Very thick slurred speech, long latencies, word-finding failure, low arousal, disoriented questions.

detector superposition
CLRT↓↓COGL↑↑ latencyConfusion↑DFLU↑ word-findingAROU↓
rank candidates by

Overlaps sedation/stroke; needs a neuro-state expert to separate.

new expert

Neuro-state / aphasia expert (extension: Health).

Stroke / acute aphasia

Needs a new expert

The bridge between thought and word is damaged in real time — the person is present but the language machine misfires.

acoustic signature

Effortful groping, phonemic errors, one-sided articulation weakness, frustration, telegraphic speech.

detector superposition
CLRT↓ asymmetricDFLU↑↑ gropingDistress/frustrationSTRU telegraphicCOGL↑↑
rank candidates by

Aphasia has a specific error signature no head models; high-value clinical expert.

new expert

Aphasia / speech-motor expert (extension: Health).

Waking from coma / anesthesia

Needs a new expert

Consciousness reassembling from static — first breath, first sound, first word, each a milestone.

acoustic signature

Pre-verbal groans, extreme slur, disinhibited affect, long latencies, childlike prosody surfacing.

detector superposition
groans (burst)CLRT↓↓VOLT↑ disinhibitedCOGL↑↑Confusion
rank candidates by

Reads as heavy sedation; the arc of re-emergence needs the consciousness expert.

new expert

Consciousness-emergence expert (extension: Substance/Health).

Dying / agonal speech

Coverable now

The last words, spent from a body already leaving. Meaning outlasts breath; the voice becomes air.

acoustic signature

Breath-dominant fading phrases, long agonal gaps, weak voicing, lucidity flickering, final exhale.

detector superposition
DARC↓↓ to silenceRESP agonal-gapsAROU↓↓Genuineness↑ (weighty)VALN low
rank candidates by

The dying arc is measurable; rank by breath-dominance + monotonic fade + agonal gap structure.

Mystical / religious ecstasy

Partial superposition

Overwhelmed by the sublime — the voice trembles between weeping and rapture, self dissolving upward.

acoustic signature

Trembling awe-voice, tears-in-voice, rising rapturous pitch, breath catches, glossolalia-like flow.

detector superposition
Awe↑↑Elation+crying blendRANG↑ risingVOLT↑ trembleGenuineness↑
rank candidates by

Awe+rapture+tremble+tears blend is largely readable; the specific ecstatic-state wants validation.

new expert

Ecstatic-state expert (extension: affect/consciousness).

Neuro & Clinical Voices 8

Parkinsonian hypophonia

Partial superposition

The voice's volume knob failing — speech fading to a monotone murmur the speaker hears as normal.

acoustic signature

Reduced loudness and range, monotone, breathy-soft phonation, accelerating festinating bursts, imprecise articulation.

detector superposition
DARC↓ softRANG↓↓ monotoneTEMP festination burstsCLRT↓HARM breathy
rank candidates by

The soft-monotone-festination triad is largely VoiceNet-readable; a clinical dysarthria head validates.

new expert

Dysarthria-type expert (extension: Health).

Vocal tics (Tourette's)

Needs a new expert

Sounds that fire without permission — squeaks, barks, words — threaded through intended speech.

acoustic signature

Sudden involuntary vocal bursts (non-lexical or lexical) interrupting fluent speech, post-tic continuation, suppression tension.

detector superposition
involuntary bursts (unlabeled class)ATCK suddenTENS suppressionflow-resume pattern
rank candidates by

Tic bursts need their own class (distinct from emotional bursts); locator may fire but can't name them.

new expert

Vocal-tic expert (new burst class; extension: Health).

Autistic masking — and the unmasked voice

Partial superposition

Two settings: the studied 'expected' prosody worn for the room, and the home voice — flatter or more musical, unperformed.

acoustic signature

Masked: slightly-off rehearsed prosody, monitoring load; unmasked: idiosyncratic melody/flatness, genuine ease, info-joy.

detector superposition
masked: SMTH rehearsed + COGL↑ + Genuineness↓unmasked: idiosyncratic RANG + FOCS↑ + Genuineness↑Interest↑ special-topic
rank candidates by

The masking cost (load + rehearsed prosody + lower genuineness) vs unmasked ease is readable as a contrast pair; respectful framing: difference, not deficit.

new expert

Prosody-idiosyncrasy / masking-cost analyzer (research, ethically careful).

ADHD tangent cascade

Coverable now

Six stories deep with full commitment to each — enthusiasm forking faster than closure can follow.

acoustic signature

Rapid enthusiastic tangent-chaining, self-interruption, 'wait—' pivots, energy sustained, threads unclosed.

detector superposition
TEMP↑Interest↑↑self-interruptionSTRU forkingVOLT enthusiasm
rank candidates by

Tangent-fork structure + sustained interest-energy; coverable.

Dementia — the loop and the search

Partial superposition

The same story arriving as new, the familiar word gone strange. Confusion handled with social grace worn thin.

acoustic signature

Verbatim story-loops, word-finding failures with substitutions, covering phrases, flashes of frustration or fear.

detector superposition
repetition verbatim-loopsDFLU word-lossConfusion↑covering fluencyFear flashes
rank candidates by

Loop-detection + word-search + confusion are readable; clinical staging needs the neuro expert.

new expert

Cognitive-decline speech expert (extension: Health).

Selective mutism thawing

Partial superposition

The voice that works everywhere but here, finding one word at last — volume like a first step on ice.

acoustic signature

Long silence, minimal near-whisper monosyllables, enormous effort per word, gradual tiny expansion.

detector superposition
extreme CHNK silenceS_WHIS minimalTENS↑ effortVULN↑↑volume growth arc
rank candidates by

The silence-to-syllable arc is measurable; the condition-context needs care.

new expert

Speech-inhibition expert (extension: Health/Social).

Cluttering

Coverable now

Speech faster than its own organization — bursts that jam, syllables collapsed, rhythm without traffic control.

acoustic signature

Irregular rapid bursts, collapsed syllables, disorganized rhythm, low self-monitoring, merged words.

detector superposition
TEMP↑ irregularCLRT↓ collapsedSMTH↓↓DFLU disorganized
rank candidates by

Fast-irregular-collapsed triad distinguishes cluttering from stuttering (blocks) with existing dims.

Essential tremor voice

Needs a new expert

A steady person with an unsteady instrument — a fine constant quaver the speaker no longer hears.

acoustic signature

Regular 4–10 Hz pitch/amplitude tremor on sustained sounds, otherwise normal prosody and affect.

detector superposition
sustained regular tremorVOLT mechanical-regularHARM modulatedaffect normal
rank candidates by

Regular mechanical tremor vs emotional tremor needs the periodic-modulation head.

new expert

Tremor expert (shared with shiver/fear — distinguishes regular-mechanical vs emotional-irregular).

Crisis, Emergency & Survival

10 tasks

Voices at the edge of catastrophe — the professionals who must stay level, and the people who can't.

Crisis, Emergency & Survival 10

911 dispatcher — calm over catastrophe

Coverable now

The professional voice that must not catch fire from the caller's panic. Calm as a transmitted skill.

acoustic signature

Even, slow, directive cadence against a panicking interlocutor; controlled empathy; zero volatility under load.

detector superposition
SMTH↑↑TEMP steadySTNC directive-calmVOLT↓ under stressS_AUTH gentle
rank candidates by

★ The professional-calm signature IS low-volatility-under-adversity; rank steadiness × directive clarity × warmth.

Panicked emergency caller

Coverable now

Terror trying to be useful — address, injuries, please hurry — coherence fighting hysteria.

acoustic signature

Hyperventilated fragments, information bursts between sobs, repetition, pleading, escalation and dispatcher-following dips.

detector superposition
Fear/Distress↑↑RESP hyperventilationcrying+speechrepetitionCHNK↓↓
rank candidates by

Panic signature + information-burst structure; genuineness ranks the terror.

Mayday — professional calm while the aircraft fails

Coverable now

Checklist voice over a falling machine. The training speaks; the fear is a passenger.

acoustic signature

Clipped procedural phraseology, flattened affect with leak-through micro-tremor, rising urgency held in a vice.

detector superposition
S_FORM proceduralFear (micro-leak)SMTH forcedTEMP controlled↑Genuineness (calm)↓ under leak
rank candidates by

★ Procedure-flat surface × fear micro-leak — the aviate-navigate-communicate incongruence.

Talking someone off the ledge

Coverable now

A voice used as a rope. Every word tested for weight before it's thrown across.

acoustic signature

Slow warm de-escalation, immense care per word, held breath at answers, steady affection-with-fear.

detector superposition
WARM↑TEMP↓ carefulAffection+Fear (held)STNC level-not-aboveVULN offered
rank candidates by

De-escalation prosody (slow-warm-level) + held-fear leak; rank the care-per-word.

CPR coaching by phone

Coverable now

Rhythm as a lifeline — counting compressions into a stranger's grief, steady as a metronome.

acoustic signature

Metronomic counting, directive calm, encouragement inserts, unwavering rhythm against crying background.

detector superposition
SMTH metronomicSTNC directiveTEMP lockedEMPH count-beatsVOLT↓
rank candidates by

Metronomic-rhythm stability + directive calm; coverable.

Bomb-squad narration

Coverable now

The steadiest voice a human can produce — hands and words that cannot afford a tremor.

acoustic signature

Ultra-low volatility, slow precise articulation, breath managed to silence, absolute focus.

detector superposition
VOLT↓↓CLRT↑ preciseFOCS↑↑TEMP↓RESP suppressed
rank candidates by

The minimum-volatility maximum-precision extreme; rank by steadiness under stakes.

Parent calming a hidden child (whisper over terror)

Coverable now

Two performances at once: terror managed inward, safety performed outward, all below a whisper.

acoustic signature

Whispered soothing over hyper-alert breath, micro-tremor under the softness, warmth held by will.

detector superposition
S_WHISAffection surfaceFear (under)VOLT microRESP hyper-alert
rank candidates by

★ Whispered warmth × leaked terror — the double-mask at whisper level.

Captain going down with the ship

Coverable now

Authority spending its last coins on order and comfort. The announcement voice, cracking only at the edges.

acoustic signature

Formal broadcast calm, weight of finality, controlled farewell, dignity-over-fear.

detector superposition
S_FORM/AUTHVALN↓ gravityFear (edge-leak)SMTH heldGenuineness↑
rank candidates by

Formal-authority surface with terminal gravity + edge leak; rank dignity-under-doom.

Trapped and phoning — buried, trunk, rubble

Partial superposition

A voice rationing air and hope into a phone. Confinement audible in the resonance itself.

acoustic signature

Close dead acoustics, shallow rationed breath, controlled panic cycling, battery-and-air arithmetic.

detector superposition
RESP shallow-rationedFear cyclingBKGN dead/closepanic↔control arcsVULN↑
rank candidates by

Panic-control cycling + rationed breath now; confined-space acoustics wants the environment expert.

new expert

Environment/confined-space expert (extension: Environment & Acoustic Space).

Surgeon narrating as it goes wrong

Coverable now

Teaching-voice keeps teaching while the monitors change tune. Precision with rising static underneath.

acoustic signature

Didactic narration acquiring speed and clip, terminology under strain, controlled directives cutting in.

detector superposition
S_TECH→clippedTEMP↑ creepingFear (pro-leak)EMPH directive spikesSMTH strained
rank candidates by

The didactic→emergency drift (tempo creep + directive spikes + leak) is a rankable arc.

Emotion, Masking & the Social Game

84 tasks

What is felt, what is shown, and the gap between — the incongruence engine.

Emotion Studies 18

Overflowing gratitude

Coverable now

Thanks that outgrows the words — the voice thickens, warms, and nearly breaks with being given to.

acoustic signature

Warm rising-then-softening prosody, a catch in the throat, wet-eyed timbre, emphatic sincerity.

detector superposition
Thankfulness/Gratitude↑↑VALN↑WARM↑VOLT↑ catchGenuineness↑
rank candidates by

EmoNet Gratitude head × warmth × a voice-catch; rank sincerity by Genuineness.

Quiet pride

Coverable now

Not boasting — a still, warm certainty. The chest lifts; the voice sits a little taller.

acoustic signature

Settled lower-tempo delivery, subtle chest resonance lift, contained smile, steady stance.

detector superposition
Pride↑R_CHST↑STNC↑ settledTEMP↓WARM↑
rank candidates by

Pride head + chest-resonance lift + settled stance; Genuineness separates quiet pride from bragging.

Genuine curiosity / interest

Coverable now

Leaning in with the whole voice — rising inflections, quickened tempo, the melody of a mind reaching.

acoustic signature

Rising exploratory contours, quickened tempo, bright engaged timbre, question-melody.

detector superposition
Interest↑RANG↑ risingTEMP↑BRGT↑FOCS↑
rank candidates by

EmoNet Interest + rising-contour + engagement; coverable.

Deep concentration / focus

Coverable now

The voice narrows to a point. Filler drops away; every word is load-bearing.

acoustic signature

Reduced disfluency, even measured tempo, low volatility, flat engaged affect, minimal expressivity.

detector superposition
Concentration↑FOCS↑↑DFLU↓VOLT↓SMTH↑
rank candidates by

Concentration head + high FOCS + low disfluency; a clean superposition.

Contemplation / musing aloud

Coverable now

Thinking out loud, unhurried — the voice wanders, pauses to consider, doubles back.

acoustic signature

Slow tempo, thoughtful pauses, gentle self-directed prosody, filled hesitations, soft dynamics.

detector superposition
Contemplation↑TEMP↓CHNK↓ pausesDFLU↑ thoughtfulS_MONO
rank candidates by

Contemplation head + reflective rhythm; coverable.

Relief flooding in

Coverable now

The held breath finally released — tension pours out of the voice all at once.

acoustic signature

A big exhale, tension→release arc, softening pitch, a small laugh or sigh, valence lifting.

detector superposition
Relief↑↑sighs (burst)TENS↓ releaseVALS↑RESP big-exhale
rank candidates by

Relief head + the tension-release exhale (sigh burst); rank the arc.

Aching longing / yearning

Coverable now

Reaching for something out of reach — the voice stretches toward it and can't quite close the distance.

acoustic signature

Sustained wistful pitch, breathy warmth, trailing phrase-ends, gentle sighs, bittersweet valence.

detector superposition
Longing↑↑VALN bittersweetsighsDARC↓ trailingWARM↑
rank candidates by

EmoNet Longing + wistful trailing prosody; coverable.

Playful teasing

Coverable now

Affection wearing a mischief mask — sing-song, light, poking with a smile in the voice.

acoustic signature

Sing-song exaggerated contours, playful tempo shifts, smile-timbre, light mock-emphasis.

detector superposition
Teasing↑S_PLAY↑RANG↑ sing-songVALN↑WARM↑
rank candidates by

Teasing head + playful style + sing-song range; coverable.

Mounting impatience

Coverable now

Politeness fraying at the edges — clipped consonants, quickening tempo, a sigh that means hurry up.

acoustic signature

Accelerating clipped delivery, terse emphasis, exasperated sighs, rising tension.

detector superposition
Impatience & Irritability↑TEMP↑EMPH clippedsighs (exasperated)TENS↑
rank candidates by

Impatience head + clipping + exasperated sigh burst; coverable.

Creeping doubt

Coverable now

Certainty leaking away mid-sentence — the voice hedges, trails, turns statements into questions.

acoustic signature

Uptalk terminals, hesitations, softening conviction, hedging pauses, wavering pitch.

detector superposition
Doubt↑RANG uptalkDFLU↑ hedgeVOLT↑ waverEMPH↓
rank candidates by

EmoNet Doubt + hedging prosody + uptalk; coverable.

Bitter disappointment

Coverable now

Hope curdled. The let-down flattens the voice and leaves a sour aftertaste in the words.

acoustic signature

Falling dynamics, flattened valence, a bitter edge, resigned sighs, downward finality.

detector superposition
Disappointment↑Bitterness↑VALN↓DARC↓sighs
rank candidates by

Disappointment + Bitterness heads + falling arc; coverable.

Visceral disgust

Coverable now

The body recoils through the voice — a curled-lip timbre, a retch held back, revulsion in every vowel.

acoustic signature

Constricted recoil timbre, gag-adjacent throat sounds, nasal wrinkle, sharp rejecting emphasis.

detector superposition
Disgust↑↑throat_and_vocal_sounds (gag)R_NASL wrinkleVALN↓↓CLRT recoil
rank candidates by

Disgust head + gag-adjacent throat bursts; coverable, blend rates the retch.

Jealousy / envy

Coverable now

Wanting what another has, dressed as something else — warmth with a green thread of resentment underneath.

acoustic signature

Surface civility with a bitter/contemptuous undertone, tight control, pointed emphasis on the rival.

detector superposition
Jealousy & Envy↑Bitterness (under)TENS↑surface warmGenuineness↓
rank candidates by

★ EmoNet Jealousy + the leaked-bitterness-under-civility incongruence; coverable.

Warm contentment

Coverable now

Nowhere else to be. The voice settles, unhurried and soft, at peace with the moment.

acoustic signature

Low arousal, warm relaxed resonance, slow even tempo, gentle smile-timbre, minimal tension.

detector superposition
Contentment↑AROU↓WARM↑TEMP↓TENS↓
rank candidates by

Contentment head + relaxed warmth; coverable.

Tender affection

Coverable now

Love spoken softly — the voice cradles the words, close and unguarded.

acoustic signature

Hushed warm intimacy, gentle downward-soothing contours, breathy closeness, high genuineness.

detector superposition
Affection↑↑WARM↑S_ASMR/intimateVULN↑Genuineness↑
rank candidates by

Affection head + intimate warmth + vulnerability; coverable.

Infatuation / butterflies

Coverable now

New love scrambling the signal — breathless, bright, unable to stop the smile from bending the vowels.

acoustic signature

Quickened breath, bright rising prosody, giddy pitch, nervous laugh, smile-timbre.

detector superposition
Infatuation↑BRGT↑RANG↑ giddylaughter (nervous-happy)RESP↑
rank candidates by

EmoNet Infatuation + giddy-bright prosody + nervous laugh; coverable.

Awe / wonder at the vast

Coverable now

Made small by something enormous — the voice drops to a hush, stretched between disbelief and reverence.

acoustic signature

Hushed slowed delivery, breath-held openings, rising reverent pitch, trailing wonder.

detector superposition
Awe↑↑S_WHIS hushedTEMP↓DFLU↑ trailingRESP held
rank candidates by

Awe head + hushed reverent prosody; coverable.

Cold villainous malice

Coverable now

Cruelty that enjoys itself — smooth, unhurried, savoring the harm with a smile you can hear.

acoustic signature

Smooth controlled menace, savoring tempo, dark warmth, predatory calm, downward finality.

detector superposition
Malevolence/Malice↑↑SMTH↑ controlledTEMP↓ savoringSTNC↑VALN cold
rank candidates by

EmoNet Malevolence + controlled-savoring prosody; coverable.

Missing Emotions & Blends 8

Boredom / ennui

Partial superposition

Time thickened — attention unclaimed, the voice draping itself over minutes that won't move.

acoustic signature

Low arousal drawl, flat interest, elongated sighs, trailing engagement, restless micro-fidgets.

detector superposition
Interest↓ (proxy)AROU↓sighs elongatedTEMP draggyImpatience faint
rank candidates by

EmoNet has NO boredom head — approximate as low-interest + low-arousal + sigh-drag; a Boredom head belongs in EmoNet-2.

new expert

EmoNet-2: Boredom head.

Nostalgia

Partial superposition

The past arriving warm and unreachable at once — a smile in the voice with an ache under it.

acoustic signature

Warm storytelling softened by distance, bittersweet valence, tender pauses, longing-without-grief.

detector superposition
Longing (nearest)WARM↑VALN bittersweetS_STRY softsighs gentle
rank candidates by

Longing+warmth approximates; a dedicated Nostalgia blend-head would separate it from grief.

new expert

EmoNet-2: Nostalgia head.

Loneliness

Partial superposition

The sound of talking into an absence that has become a roommate. Reaching, with nowhere for the reach to land.

acoustic signature

Under-used voice quality, reach-out contours falling flat, self-companioning murmur, quiet duration.

detector superposition
Sadness (partial)Longingreach-fall contoursAROU↓self-address
rank candidates by

Composite of sadness/longing/self-address; a Loneliness head would rank it directly.

new expert

EmoNet-2: Loneliness head.

Guilt (as distinct from shame)

Partial superposition

Shame says 'I am bad'; guilt says 'I did bad.' The guilty voice reaches toward repair — confession leaning forward.

acoustic signature

Confessional forward-lean, self-indicting emphasis, repair-offers, steady eye-level stance (unlike shame's shrink).

detector superposition
Shame (nearest)confession structurerepair-offer phrasesVULN engaged not shrunk
rank candidates by

Shame-head misfits guilt's engaged posture; a Guilt/Remorse head is a real EmoNet gap.

new expert

EmoNet-2: Guilt/Remorse head.

Determination / grit

Partial superposition

The through-line emotion of every training montage — effort welded to intention, voice set like a jaw.

acoustic signature

Firm forward emphasis, steady driving tempo, tension-as-fuel, rising resolve arcs, clipped commitment phrases.

detector superposition
STNC↑ setEMPH drivingTENS purposefulDARC↑ resolveHope under
rank candidates by

Stance+drive+resolve approximates; Determination deserves its own head — actors need it constantly.

new expert

EmoNet-2: Determination/Resolve head.

Defiance

Partial superposition

No, said with the whole body — refusal as identity, chin-up cadence against the pressure.

acoustic signature

Raised firm counter-stance, refusal finality, steady eye-level pitch, pressure-proportional firmness.

detector superposition
Anger (partial)STNC↑ counterfinality contoursVULN↓ shieldedPride edge
rank candidates by

Anger+pride+counter-stance approximates; a Defiance head would rank resistance-under-pressure directly.

new expert

EmoNet-2: Defiance head.

Compassion witnessing pain

Partial superposition

Feeling with, not for — the voice softening toward another's wound, steady enough to be leaned on.

acoustic signature

Soft steady warmth directed outward, slowed attentive pace, sorrow held without collapse, invitation contours.

detector superposition
Affection (nearest)WARM steadySadness held-not-ownedTEMP↓ attentiveSTNC alongside
rank candidates by

Affection+held-sadness approximates; an outward-directed Compassion/Empathy head is a core gap.

new expert

EmoNet-2: Compassion/Empathy head.

Anticipation on the night before

Partial superposition

The future already fizzing in the chest — excitement with nowhere to go yet, time checked and re-checked.

acoustic signature

Bright restless energy, quickened tempo, giddy micro-laughs, future-tense emphasis, sleep-defeating arousal.

detector superposition
Hope+Elation (proxy)AROU↑ restlessTEMP↑laughter microfuture-lean
rank candidates by

Hope+arousal approximates; Anticipation/Excitement-before is its own quality worth a head.

new expert

EmoNet-2: Anticipation head.

Emotional Masking 12

Pretending angry while actually calm

Coverable now

The costume of anger over a resting pulse. The words shout; the body doesn't.

acoustic signature

Loud/sharp surface but steady breath, low real tension, no arousal follow-through — the tell is the mismatch.

detector superposition
EmoNet: Anger↑ (surface)Genuineness↓AROU↓ (body calm)TENS↓ realRESP steady
rank candidates by

★ The superposition win: rank by EmoNet-Anger(surface) high × Genuineness low × physiological-arousal low. High incongruence = convincing 'fake anger'.

Hiding genuine anger behind calm

Coverable now

The lid held down on a boil. Politeness with a tremor underneath.

acoustic signature

Calm words but leaked tension, clipped consonants, micro pitch spikes, controlled breath.

detector superposition
EmoNet: Anger (leak)↑surface VALN neutralTENS↑ leakVOLT↑ microGenuineness (of calm)↓
rank candidates by

★ Inverse mask: neutral surface but leaked anger markers (tension, micro-spikes). Rank by leak-strength under a calm surface.

Pretending happy while sad

Coverable now

A smile you can hear, thinly stretched over a heavy chest.

acoustic signature

Bright forced-smile timbre but low real valence, effortful lift, sighs leaking, uneven brightness.

detector superposition
EmoNet: Amusement/Elation (surface)↑Sadness (leak)↑Genuineness↓BRGT↑ forcedsighs (leak)
rank candidates by

★ Rank by surface-joy × leaked-sadness × low genuineness — the classic incongruence signature.

Fake crying vs genuine crying

Coverable now

One cry empties the body; the other decorates it. The breath knows the difference.

acoustic signature

Genuine: irregular sob-breath, voice breaks, real distress + high blend; fake: regular, performed sobs, clean voice.

detector superposition
crying_and_distress (burst)Vocal-Burst Blend (key)Genuineness (key)Distress (EmoNet)RESP irregular
rank candidates by

★ This is exactly what Blend+Genuineness were built for: rank sob-bursts by naturalness × felt-distress. Real cries win.

Masking fear with confidence

Coverable now

The voice plants its feet while the pulse runs. Command on the surface, tremor at the seams.

acoustic signature

Authoritative surface, steady loudness, but breath catches, micro-tremor, dry swallows.

detector superposition
S_AUTH↑ surfaceSTNC↑ dominantFear (leak)↑VOLT↑ microRESP catchGenuineness↓
rank candidates by

★ Confidence surface × leaked fear-tremor × low genuineness of the confidence.

Nervousness behind a professional demeanor

Coverable now

Everything in order on top; underneath, a metronome that's slightly too fast.

acoustic signature

Formal/measured surface but elevated tempo, filled pauses, throat-clears, moisture clicks.

detector superposition
S_FORM↑ surfaceTEMP↑ leakDFLU↑ leakthroat_and_vocal_soundsGenuineness↓
rank candidates by

★ Professional surface with leaked arousal/disfluency; rank by leak under composure.

Confident outside, insecure inside

Partial superposition

Assertions that end like questions. The claim is bold; the melody hedges.

acoustic signature

Assertive words but uptalk terminals, self-interrupt, hedging pauses, low real stance.

detector superposition
surface EMPH↑RANG uptalk terminalDFLU↑ hedgeSTNC↓ realGenuineness↓
rank candidates by

Terminal-contour (uptalk) is the tell — VoiceNet range hints at it, but a terminal-intonation head would sharpen the incongruence read.

new expert

Terminal-intonation / uptalk expert.

Polite tone while internally annoyed

Coverable now

Sweetness with a wire in it. The courtesy is real; so is the clench.

acoustic signature

Warm formal words but leaked tension, clipped patience, over-controlled evenness.

detector superposition
S_FORM/warm surfaceImpatience & Irritability (leak)↑TENS↑SMTH↑ over-controlledGenuineness↓
rank candidates by

★ Surface politeness × leaked irritability (EmoNet) × over-control. Rank by leak.

Suppressing laughter during serious speech

Coverable now

A pressure behind the sternum, escaping as breath-jitter and a wobble the voice can't fully swallow.

acoustic signature

Voice-onset breaks, breath-pulse suppression, pitch wobble, near-laugh gasps, fighting a smile timbre.

detector superposition
laughter (suppressed/near)VOLT↑ wobbleRESP pulsedAmusement (leak)↑Blend (of leak)
rank candidates by

★ Suppressed-laugh is a beautiful leak case: rank by amusement-leak × breath-pulse × how contained. Genuineness high, control high.

Trying to cry without feeling it

Coverable now

The mechanics without the flood. Sobs that hit their marks but don't move the breath.

acoustic signature

Performed sob-shapes, regular timing, clean voicing, low real distress, low blend.

detector superposition
crying (burst) regularVocal-Burst Blend↓Genuineness↓Distress (EmoNet)↓RESP regular
rank candidates by

★ The mirror of genuine crying — low blend + low genuineness + low real distress ranks these to the bottom.

Exaggerated vs subtle emotional acting

Coverable now

The same feeling at two volumes of craft. One paints in neon; the other in graphite.

acoustic signature

Exaggerated: high emotion intensity + high volatility + dramatic style; subtle: modest intensity, high genuineness, restraint.

detector superposition
EmoNet intensity (level)VOLT (spread)S_DRAM vs restrainedGenuineness↑ (subtle)
rank candidates by

Rank the axis directly: intensity × dramatic-style for 'big', genuineness × restraint for 'true'. Both measurable now.

Forced emotion (the try shows)

Coverable now

The reach exceeds the grasp. Effort where feeling should be; the seams are audible.

acoustic signature

Effortful onsets, pushed dynamics, emotion-label present but genuineness low, tension where ease should be.

detector superposition
EmoNet: target emotion↑Genuineness↓↓TENS↑ effortATCK pushed
rank candidates by

★ Precisely the genuineness axis — high target-emotion but low genuineness = 'forced'. Rank by that gap.

Psycho-Social States 25

Panic attack

Coverable now

A false alarm the whole body believes. Terror without a tiger — breath, heart and voice convinced of dying.

acoustic signature

Hyperventilation, 'I can't breathe' fragments, escalating terror, tremor, derealization creeping in.

detector superposition
Fear/Distress↑↑RESP↑↑ hyperventilationVOLT↑ tremorCHNK↓↓AROU runaway
rank candidates by

Hyperventilation-breath + terror + tremor + fragment-shrinking arc; rank the runaway (tremor expert sharpens).

PTSD flashback intrusion

Needs a new expert

The present tears open and the past floods in. Voice snaps from now to then — a sudden terror with no local cause.

acoustic signature

Abrupt state-switch to terror mid-neutral-speech, dissociative flattening or panic, addressee confusion.

detector superposition
sudden Fear intrusionaffect discontinuitydissociation or panicARSH↑↑ stepGenuineness↑
rank candidates by

The intrusion is a temporal discontinuity into terror/dissociation; needs a state-switch detector.

new expert

Trauma-intrusion / state-switch expert (temporal; extension: Health).

Manic episode

Partial superposition

The engine over-revved — pressured speech, racing ideas, grandiosity, joy with a dangerous edge.

acoustic signature

Very high tempo, minimal pausing, wide labile pitch, elevated arousal, laughter, tangential leaps.

detector superposition
TEMP↑↑AROU↑↑VOLT↑↑ labileElation↑STRU tangentialCHNK↓↓
rank candidates by

Pressured-speech + labile high arousal + tangential structure approximate mania; a clinical-state head would validate.

new expert

Mood-state expert (mania/depression axis; extension: Health).

Depressive flatness / anhedonia

Coverable now

Speech with the color drained out. Not sad-crying — sad-empty, every prosodic muscle gone slack.

acoustic signature

Monotone, low pitch range, slow, quiet, long latencies, affect absent where it should be.

detector superposition
VALN↓AROU↓↓RANG↓↓ monotoneTEMP↓Emotional NumbnessGenuineness↑
rank candidates by

Flat monotone + low arousal + narrowed range + latency = measurable; the anti-signature of animation.

Paranoia / hypervigilance

Partial superposition

The voice on a swivel — quick, low, checking exits, trust withdrawn, every phrase half a question to the room.

acoustic signature

Hushed guarded tone, quick clipped phrases, suspicious pitch contours, tension, addressee-scanning.

detector superposition
S_WHIS guardedTENS↑Fear (low-grade)STNC withdrawnVOLT↑ scanning
rank candidates by

Guarded-hushed + tension + suspicious contour approximate it; a stance/vigilance head sharpens.

new expert

Social-vigilance expert (extension: Social Situation).

Acute grief (breaking)

Coverable now

The wave that empties you. Speech collapses into sob-breath; words fracture and drown.

acoustic signature

Voice-breaks, sob-breath irregularity, pitch collapse, distress bursts, struggling for words.

detector superposition
Sadness/Distress↑↑crying (burst)VOLT↑ breaksRESP sob-irregularBlend↑
rank candidates by

Acute grief = crying-burst + distress + voice-break + high blend; rank realness by blend×genuineness.

Numb grief (dissociated)

Coverable now

Too much to feel, so nothing is felt. The bereaved reports the unbearable in a strangely level voice.

acoustic signature

Flat even delivery of devastating content, affect-content decoupled, occasional crack betraying the depth.

detector superposition
Emotional Numbness↑VALN flataffect-content decouplingrare VOLT crackGenuineness↑
rank candidates by

★ Detect as devastating-content × flat-affect decoupling (with rare cracks) — the incongruence method.

Anticipatory grief / dread

Partial superposition

Mourning something not yet lost. A heaviness that shadows even ordinary words.

acoustic signature

Subtle sadness bleeding into neutral content, weighted pauses, sighs, restrained voice.

detector superposition
Sadness (low)LongingDARC↓ subtlesighsVALN↓ shadowed
rank candidates by

Subtle affect-bleed is faint; a low-intensity affect head + context improves it.

new expert

Fine-grained affect-intensity expert.

Public humiliation

Coverable now

Shame with an audience — the voice shrinking, wanting to disappear, cracking under exposure.

acoustic signature

Shrinking volume, higher tighter pitch, tremor, self-interruption, wanting-to-vanish register.

detector superposition
Shame/Embarrassment↑↑DARC↓RANG↑ tightVOLT↑VULN↑
rank candidates by

EmoNet Shame/Embarrassment + shrinking dynamics + tremor cover it; rank composite.

Betrayal — the moment of realizing

Coverable now

Trust and its destruction in one breath. The voice believes, then can't, then breaks a new way.

acoustic signature

Warm→cold pivot, disbelief, a hardening or shattering, hurt bleeding through anger.

detector superposition
VALS pivot warm→coldAstonishment→Anger/SadnessVOLT↑ at turnBitternessGenuineness↑
rank candidates by

The valence-shift pivot + emotion-arc is measurable temporally; rank the turn.

Cold contempt / disdain

Coverable now

Superiority that doesn't raise its voice. Dismissal delivered with a small, even cruelty.

acoustic signature

Flat downward contours, slowed dismissive tempo, low warmth, clipped finality, faint sneer timbre.

detector superposition
Contempt↑↑VALN↓ coldRANG↓ downwardWARM↓STNC dominant-dismiss
rank candidates by

EmoNet has Contempt directly; combine with cold-downward prosody + low warmth. Coverable.

Seething suppressed rage

Coverable now

A volcano under a lid. The words stay quiet and precise while the pressure vibrates every edge.

acoustic signature

Over-controlled quiet delivery, clipped consonants, tremor of restraint, tension max, occasional leak-spike.

detector superposition
Anger (leak)↑TENS↑↑VOLT↑ tremorSMTH↑ over-controlGenuineness (calm)↓EMPH clipped
rank candidates by

★ Suppressed-rage = anger-leak under max control — the incongruence signature; rank leak-under-restraint.

Passive aggression

Coverable now

Hostility in a bow-tie. Pleasant words with a poisoned undertone; the sweetness is the weapon.

acoustic signature

Over-sweet surface prosody, subtle contempt/irritation leak, exaggerated politeness, sing-song edge.

detector superposition
surface warm/S_PLAYContempt/Impatience (leak)RANG sing-songGenuineness (of sweetness)↓
rank candidates by

★ Surface sweetness × leaked contempt × low genuineness of the niceness — measurable.

Begging / pleading for one's life

Coverable now

Dignity spent for survival. The voice abandons pride — raw, cracking, promising anything.

acoustic signature

Cracking desperate pitch, rapid pleading rhythm, sob-breath, escalating urgency, total vulnerability.

detector superposition
Helplessness/Fear↑↑VULN↑↑VOLT↑ crackcrying/gaspsTEMP↑ pleading
rank candidates by

Desperation + vulnerability + crack + sob-breath are readable; rank intensity × genuineness.

Interrogation — holding out

Coverable now

Control as resistance. Every answer measured, the fear pushed down, the will not to break audible under the flatness.

acoustic signature

Forced-flat control, suppressed fear leak, latency before dangerous answers, tension, defiant stillness.

detector superposition
Fear (leak)↑SMTH↑ forced-flatCOGL latencyTENS↑DefianceGenuineness (calm)↓
rank candidates by

★ Held-out fear under forced control — incongruence method; rank suppressed-fear-under-flatness.

False bravado / whistling past the graveyard

Coverable now

Courage the actor doesn't have, worn loudly. The bigger the swagger, the thinner the floor beneath it.

acoustic signature

Over-projected confidence, forced laughter, brittle high-energy, fear leaking at phrase-ends.

detector superposition
surface S_AUTH/ElationFear (leak at ends)EMPH↑ forcedlaughter (forced)Genuineness↓
rank candidates by

★ Loud confidence × leaked fear × low genuineness; the bravado mask.

Gloating triumph / schadenfreude

Coverable now

Joy sharpened on someone else's loss. Warmth turned predatory — delight with a cruel grin in it.

acoustic signature

Bright amused prosody with contempt underneath, savoring tempo, mock-sympathy sing-song.

detector superposition
Triumph/Amusement↑Contempt (under)TEMP↓ savoringS_PLAY predatoryVALN↑ w/ edge
rank candidates by

Amusement/Triumph + leaked contempt is measurable; rank the joy-over-cruelty blend.

Love-bombing / grooming charm

Partial superposition

Overwhelming warmth deployed as control. The affection is a tool; the intensity is the tell.

acoustic signature

Excessive intimate warmth, urgency of praise, boundary-pressing closeness, low genuineness under the sweetness.

detector superposition
Infatuation (surface)↑↑WARM↑↑STNC pressingGenuineness↓S_ASMR intimate
rank candidates by

Detect as high-intensity surface warmth with low genuineness + boundary-pressure; flag as manipulation-risk. Needs a manipulation-intent head for confidence.

new expert

Manipulation-intent expert (research; ethically flagged; extension: Social).

Intimidation / veiled threat

Coverable now

Menace that never raises its voice. Calm as a weapon — the quieter it gets, the more dangerous.

acoustic signature

Low slow controlled delivery, downward finality, latent aggression, dominant stance, chilling evenness.

detector superposition
STNC↑↑ dominantMalevolence/MaliceTEMP↓ slowVALN↓ coldSMTH↑ chilling-even
rank candidates by

EmoNet Malevolence/Malice + dominance + cold-slow control cover the veiled threat.

Submission / appeasement

Coverable now

Shrinking to survive a social predator — pitch up, stance down, agreeing before being asked.

acoustic signature

Raised placating pitch, quick agreement, uptalk, lowered volume, tension of appeasement.

detector superposition
STNC↓↓ submissiveRANG↑ placatingFear (low)DARC↓VULN↑
rank candidates by

Submissive stance + placating pitch + lowered dynamics are readable; rank the appeasement composite.

Protective ferocity / maternal fury

Coverable now

Love weaponized. The gentlest person becomes a wall — fear transmuted into unstoppable command.

acoustic signature

Sudden authoritative power, fear-driven but controlled, fierce warmth, non-negotiable finality.

detector superposition
S_AUTH↑↑Anger+Affection blendSTNC↑↑EMPH↑ commandGenuineness↑
rank candidates by

Anger+love co-activation + command stance is measurable; distinctive from cold threat by the warmth term.

Existential dread / the sublime vertigo

Partial superposition

The floor of meaning drops away. Voice hushed before something too large — awe bleeding into terror.

acoustic signature

Hushed slowed voice, awe+fear blend, trailing unfinished thoughts, breath held before the vast.

detector superposition
Awe+FearS_WHIS hushedTEMP↓DFLU↑ trailingRESP held
rank candidates by

Awe+fear co-activation + hushed prosody approximate it; abstract state — context-dependent.

new expert

Sublime/awe-state expert (validation).

Learned helplessness / defeat

Coverable now

The fight gone out. Not sad, not angry — done. Speech that has stopped expecting to be heard.

acoustic signature

Flat quiet monotone, giving-up terminal falls, no arousal, long resigned pauses, absent hope.

detector superposition
Helplessness↑↑AROU↓↓VALN↓DARC↓ terminal-fallRANG↓ monotone
rank candidates by

EmoNet Helplessness + resigned flat prosody + terminal falls; coverable.

Social anxiety / blushing dread

Coverable now

Wanting to be invisible while being looked at. The voice tightens, rushes, and betrays the wish to flee.

acoustic signature

Tight higher pitch, rushed low-volume, self-interruption, nervous fillers, throat tension.

detector superposition
Embarrassment/Fear↑TEMP↑ rushedDARC↓DFLU↑TENS↑ throatRANG↑ tight
rank candidates by

Embarrassment + rushed-tight-quiet prosody + disfluency cover it; rank composite.

Dawning hope after despair

Coverable now

The first crack of light — the voice testing whether it's allowed to rise, afraid to believe it.

acoustic signature

Slow warming from flat, tentative pitch-rise, breath returning, valence lifting against inertia, fragile.

detector superposition
VALS↑ liftingHope/Optimism (emerging)DARC↑ tentativeAROU↑ slowGenuineness↑
rank candidates by

The valence-lift trajectory from a low baseline is measurable; rank the rise-against-inertia.

Intimacy & Sexual (NSFW) 5

Building arousal → climax

Partial superposition

A controlled loss of control. The voice tracks a rising physiological curve it can't fully script — and the truth is in whether the breath leads or follows.

acoustic signature

Rising breath rate and pitch, voiced exhales, tension-then-release arc, involuntary catches, moan bursts peaking.

detector superposition
Sexual Lust / Pleasure-Ecstasy (EmoNet)groans_and_moans (burst)AROU↑ arcRESP↑Blend (key)Genuineness (key)
rank candidates by

We have the exact heads (Sexual Lust, Pleasure/Ecstasy, moan bursts, blend, genuineness) — rank by the rising-curve fit × moan-blend × genuineness; a graded-arousal expert would order intensity cleanly.

new expert

Arousal-level expert (ordinal; extension: Health/affect).

Moaning — genuine vs performed

Coverable now

The single most faked sound in performance. Real moans are shaped by breath and involuntary; performed ones are shaped by intent.

acoustic signature

Genuine: breath-coupled, irregular, voiced-exhale origin; performed: regular, articulated, detached from breath.

detector superposition
groans_and_moans (burst)Blend (decisive)Genuineness (decisive)RESP couplingPleasure-Ecstasy
rank candidates by

★ Exactly the blend+genuineness use-case: rank moan-bursts by breath-coupling × naturalness × felt-pleasure.

Seduction / flirtation

Coverable now

Invitation without statement. Warmth, low register, unhurried tempo and a smile you can hear — intent carried entirely by prosody.

acoustic signature

Lowered warm register, slowed tempo, breathy intimacy, playful pitch glides, close-mic proximity.

detector superposition
REGS↓ warmWARM↑TEMP↓S_ASMR/intimateInfatuation/Sexual LustSTNC inviting
rank candidates by

Register+warmth+tempo+intimacy style + EmoNet Infatuation/Lust cover seduction well; rank the composite.

Denial / edging tension

Partial superposition

Restraint as its own intensity — holding at the threshold, the voice tight with a pleasure it won't release.

acoustic signature

Held breath, suppressed voiced tension, pitch pressure without release, pleading-control blend.

detector superposition
Pleasure+controlRESP heldTENS↑VOLT↑ suppressedGenuineness↑
rank candidates by

Suppression-under-pleasure is an incongruence variant; a graded-arousal + suppression head sharpens it.

new expert

Suppression / arousal-level expert (shared).

Post-coital / afterglow

Coverable now

The system powering down — sated, loose, unguarded warmth with breath still resettling.

acoustic signature

Low arousal, breathy soft voice, warm register, slow resettling breath, contentment.

detector superposition
Contentment/PleasureAROU↓RESP resettlingWARM↑S_ASMR soft
rank candidates by

Low-arousal contentment + resettling breath + warmth; coverable.

Social & Cognitive 6

Telling a memorized lie

Partial superposition

The sentence is too smooth for a truth found in the moment. Fluency where friction belongs.

acoustic signature

Over-rehearsed fluency, reduced disfluency vs baseline, controlled prosody, micro-latency before key claims.

detector superposition
DFLU↓ (too clean)COGL spikes at claimsSMTH↑ rehearsedGenuineness↓
rank candidates by

Deception has no ground-truth acoustic; approximate as low-genuineness + rehearsal-fluency + load-spikes. Treat as weak prior.

new expert

Deception-likelihood expert (research-grade; ethically flagged).

Sarcasm / dramatic irony

Partial superposition

The words say yes; the melody says obviously not. Meaning lives in the gap.

acoustic signature

Flat or exaggerated contour against positive words, drawled emphasis, valence-word vs valence-tone mismatch.

detector superposition
VALN(tone) vs content mismatchEMPH drawledRANG flattened/overS_PLAY (opt)
rank candidates by

Needs text: rank by tone-vs-lexical-valence contradiction. VoiceNet gives the tone; the lexical side comes from ASR.

new expert

Prosody-vs-text incongruence expert (multimodal).

Dawning realization mid-sentence

Partial superposition

The thought turns over in real time — the voice changes direction because the mind just did.

acoustic signature

A prosodic pivot: tempo break, pitch reset, a caught breath, arousal step-up at the turn.

detector superposition
ARSH↑ stepVOLT↑ at pivotgasps_and_inhales (catch)TEMP break
rank candidates by

The temporal pivot is the signal — approximate via arousal-shift + a mid-clip discontinuity; a 'turn-detector' would nail it.

new expert

Prosodic-pivot / realization expert (temporal).

Reading aloud vs improvising

Coverable now

One voice follows a track; the other lays it down as it goes. Planning leaves fingerprints.

acoustic signature

Read: even rhythm, low disfluency, list-intonation; improv: variable tempo, fillers, self-repair.

detector superposition
DFLU (low=read)SMTH (high=read)COGL (high=improv)STRU regularity
rank candidates by

Rank on the read↔improv axis via disfluency + rhythm regularity + cognitive-load; measurable now.

Register shift — baby-talk vs boss

Coverable now

The same speaker, two social bodies. Pitch, warmth and tempo reorganize around who's listening.

acoustic signature

Baby: high pitch, sing-song range, warm, slow; boss: low, firm, formal, controlled.

detector superposition
REGS shiftRANG (sing-song vs flat)WARMS_FORM vs S_PLAYSTNC
rank candidates by

The addressee reorganizes many VoiceNet dims at once — rank by distance between the two register signatures.

Reluctant confession

Coverable now

Every word is paid for. The truth comes out sideways, braked by shame.

acoustic signature

Long pre-utterance latencies, falling volume, shame markers, self-interruption, breath before the hard word.

detector superposition
COGL↑ latencyDARC↓Shame/Embarrassment (EmoNet)↑DFLU↑Genuineness↑
rank candidates by

EmoNet shame + reluctance rhythm (latency, falling arc) cover it; genuineness confirms it isn't performed.

Extreme & Creative 10

Speaking through tears of joy

Coverable now

Two systems fire at once — the chest heaves with grief-shaped breath while the face and voice beam.

acoustic signature

Sob-breath structure carrying positive valence, wet voicing, laughter-cry blends, high genuineness.

detector superposition
crying (burst) + ElationVALN↑ over sob-breathlaughter+crying blendGenuineness↑Blend↑
rank candidates by

★ A rare superposition: positive EmoNet over crying-burst structure with high blend — the incongruence of joy-in-tears is directly readable.

Gallows humor / laughing at the abyss

Partial superposition

Amusement stretched over dread. The joke is real and so is the fear it's dressing.

acoustic signature

Dry laughter over dark content, flat-affect delivery, amusement + fear/distress co-present.

detector superposition
Amusement + Fear (co-present)laughter (dry)VALN ambiguousS_PLAY over dark text
rank candidates by

Co-activation of amusement + fear is measurable; the 'dark content' half needs text — multimodal.

new expert

Emotion-co-activation reader (mostly existing) + text pairing.

Nervous laughter

Coverable now

Laughter as a pressure valve, not a response to anything funny — tight, breathy, misplaced.

acoustic signature

Breathy constrained laughs at non-funny moments, high tension, fear/embarrassment present, low blend of the laugh.

detector superposition
laughter (burst)Blend↓ (misplaced)TENS↑Embarrassment/Fear↑Genuineness (of laugh)↓
rank candidates by

★ Rank by laughter-burst present × low blend (doesn't fit) × co-present anxiety. The 'wrong' laugh scores high.

Death scene / fading voice

Coverable now

The instrument runs out of air for good. Each phrase is smaller than the last, then only breath.

acoustic signature

Monotonic falling dynamic arc to near-silence, lengthening pauses, breath outlasting voice, low arousal.

detector superposition
DARC↓↓ to silenceAROU↓↓RESP > voiceCHNK↓ long gapsVALN↓
rank candidates by

The dying arc is a clean temporal-dynamics signature; rank by monotonic decay + breath-outlasting-voice.

Speaking while being tickled

Coverable now

Control keeps breaking. Words shatter into involuntary laughter and squirming breath.

acoustic signature

Sudden laugh-breaks, pitch spikes, breath spasms, loss of articulation, high volatility, real amusement.

detector superposition
laughter (involuntary)VOLT↑↑CLRT↓ breaksRESP spasmAmusement↑Genuineness↑
rank candidates by

★ Involuntary-laughter intrusion + high volatility + high genuineness — the loss-of-control is measurable.

Ventriloquism / speaking without moving lips

Needs a new expert

The mouth lies still while the voice walks. Bilabials get faked; the timbre goes slightly hollow.

acoustic signature

Substituted bilabial consonants, reduced lip-plosive energy, constrained articulation, steady jaw.

detector superposition
CLRT↓ bilabialsR_ORAL alteredmouth_and_lip_sounds↓TENS jaw-fixed
rank candidates by

A niche articulatory signature no head names; approximate via missing lip-plosive energy.

new expert

Articulatory-constraint expert (lip/jaw-fixed) — niche.

Imitating another specific person

Partial superposition

The speaker leaves their own body and wears someone else's voice — pitch, rhythm and quirks borrowed.

acoustic signature

Shift away from the speaker's own VoiceNet baseline toward a target profile; possible caricature markers.

detector superposition
ΔVoiceNet vs own baselineS_CART (if caricatured)speaker-embedding drift
rank candidates by

Rank by distance the performance moves from the actor's own baseline toward the target (needs the actor's reference).

new expert

Impression/voice-transfer expert (baseline-relative).

Speaking with food in the mouth

Coverable now

The tongue negotiates two jobs. Consonants get muffled; wet sounds punctuate.

acoustic signature

Muffled articulation, chewing/swallow bursts, occluded resonance, sticky sounds.

detector superposition
eating_and_drinking (burst)CLRT↓R_ORAL occludedmouth_and_lip_sounds
rank candidates by

Eating/drinking is a burst family; combine with clarity drop. Coverable.

Suppressing a sneeze mid-speech

Partial superposition

The build comes, the speaker fights it, and the sentence hangs on the edge of a cliff.

acoustic signature

Pre-sneeze inhale then abrupt hold, pinched nasal onset, tension spike, relief or release.

detector superposition
gasps_and_inhales (build)RESP heldTENS↑ spikeR_NASL pinched
rank candidates by

The build-then-hold shape is approximable; a suppression-event detector would be cleaner.

new expert

Suppressed-reflex expert (sneeze/cough/laugh holds).

ASMR intimacy / breath-close whisper

Coverable now

The microphone becomes an ear. Every mouth-sound is deliberate; the voice is a texture, not a signal.

acoustic signature

Whisper-voice, close-mic proximity, amplified mouth sounds, very slow tempo, high esthetics.

detector superposition
S_ASMR↑S_WHIS↑mouth_and_lip_sounds (intentional)TEMP↓↓ESTH↑
rank candidates by

VoiceNet has ASMR and whisper styles directly — coverable, with blend rating the mouth-sound craft.

Life, Language & Society

32 tasks

A biography in voices — milestones, media, mother tongues, and the long work of grief.

Life Milestones & Rites of Passage 10

Labor & childbirth

Partial superposition

The most extreme ordinary event a voice can pass through — waves of pain with rest between, effort vocalization, and a joy waiting on the far side.

acoustic signature

Contraction cycles: building groan-cries peaking and releasing, coached breathing between, exhaustion accumulating, final effort-screams, then weeping relief.

detector superposition
Pain↑↑ cyclicgroans/screams (burst)RESP coached-patternsFatigue accumulatingRelief+crying at end
rank candidates by

Wave-periodicity of pain-cries × coached-breath structure × the pain→relief pivot; a contraction-cycle (periodic-pain) head would rank realism sharply.

new expert

Cyclic-pain / labor-pattern expert (extension: Pain & Health).

Wedding vows — voice breaking with joy

Coverable now

The rehearsed words meet the real moment and stop being rehearsed. Composure loses, beautifully.

acoustic signature

Prepared-speech cadence cracking into catches, wet timbre, laughing-through-tears, restarts, joy-dominant valence.

detector superposition
Elation+crying blendVOLT↑ catchesDFLU restartsGenuineness↑laughter-through-tears
rank candidates by

★ Read-cadence breaking into genuine catches — rank by catch-density × joy-over-tear blend × genuineness.

The proposal — rehearsed courage

Coverable now

A speech practiced a hundred times, delivered once, with the whole body listening for the answer.

acoustic signature

Over-rehearsed opening dissolving into nervous authenticity, breath-holds, tremor, hope leaning forward.

detector superposition
Hope/Infatuation↑VOLT↑ tremorRESP holdsDFLU↑ as script failsGenuineness rising
rank candidates by

Rank by the rehearsed→real transition: fluency collapsing while genuineness rises.

Coming out

Coverable now

A truth carried for years crossing the throat for the first time. Fear and relief in the same sentence.

acoustic signature

Long pre-speech latency, steadying breath, voice smaller then firmer, fear-relief pivot, vulnerability maximal.

detector superposition
VULN↑↑Fear→Relief pivotCOGL latencyDARC small→firmGenuineness↑
rank candidates by

Latency + vulnerability + the fear→relief valence pivot; deeply rankable with existing heads.

Telling the children about the divorce

Coverable now

Two adults performing calm they do not feel, for an audience they love. The double mask under fluorescent light.

acoustic signature

Over-steady rehearsed gentleness, suppressed grief leaks, careful simple words, forced-warm tone, cracks at child's questions.

detector superposition
surface warm-calmSadness (leak)SMTH↑ over-steadyGenuineness (calm)↓VOLT cracks
rank candidates by

★ The double-mask incongruence: grief leaking under performed gentle calm.

Deathbed goodbye

Coverable now

Saying the unsayable while the clock runs. Every word chosen like it's the last, because it might be.

acoustic signature

Hushed close intimacy, weighted slow tempo, held-together grief, tenderness maximal, breath-steadying.

detector superposition
Affection+SadnessS_WHIS intimateTEMP↓ weightedVOLT heldGenuineness↑↑
rank candidates by

Tenderness-grief co-activation at hushed intimacy; rank by weight × genuineness.

Breaking down mid-eulogy

Coverable now

The formal words hold for two minutes, then the person behind them arrives. Composure lost and recovered in front of everyone.

acoustic signature

Formal cadence → voice-break → sob-pause → audible recomposure → continue smaller. The arc is the performance.

detector superposition
S_FORM→breakcrying (burst)RESP recomposureVOLT arcGenuineness↑
rank candidates by

★ The compose-break-recover arc; rank the break realism (blend) and the recovery credibility.

Opening the results / the winning ticket

Coverable now

A life pivoting on an envelope. Disbelief doing arithmetic out loud before joy is allowed in.

acoustic signature

Reading-flat → stunned silence → disbelieving re-read → joy detonation (scream/laugh/cry blend).

detector superposition
Astonishment→Elationscreams/laughter (burst)ARSH↑↑ detonationre-read repetitionVALS↑↑
rank candidates by

The disbelief-delay before the joy-detonation is the tell; rank delay-then-blend.

Retirement farewell after 40 years

Coverable now

A working identity laid down in public. Gratitude, grief and freedom negotiating for the same throat.

acoustic signature

Warm formal reminiscence, humor cracking into catches, gratitude-heavy, bittersweet valence.

detector superposition
Gratitude+Sadness+ReliefWARM↑laughter+catchesVALN bittersweetS_STRY
rank candidates by

Tri-emotion blend over storytelling style; coverable.

New parent at 3 a.m.

Coverable now

Beyond-tired tenderness — a lullaby-voice running on empty, love outlasting the battery.

acoustic signature

Exhausted whisper-singing, patience stretched thin but soft, yawns, drone-rocking rhythm.

detector superposition
Fatigue↑↑Affection↑S_ASMR softhumming/sighsTEMP rocking-rhythm
rank candidates by

Exhaustion × tenderness co-activation + rocking rhythm; coverable.

The Grief Cycle 5

Denial — 'there's been a mistake'

Coverable now

Grief refused entry. The voice stays administrative, organizing facts against a truth it won't sign for.

acoustic signature

Brisk problem-solving cadence over shock, flat affect with wrong energy, fact-checking loops, refusal phrases.

detector superposition
Emotional Numbness+task-energyVALN mismatch-flatrepetition of checksAstonishment suppressedGenuineness (calm)↓
rank candidates by

★ Administrative-brisk over unprocessed shock — the denial incongruence.

Anger — at the doctors, the driver, the sky

Coverable now

Grief weaponized outward. Fury looking for an address because the real one is unbearable.

acoustic signature

Hot displaced anger, blame-seeking emphasis, voice cracking between rage and tears, unfair-loops.

detector superposition
Anger↑↑ over SadnessVOLT rage↔tearsEMPH blamecrying edgesBitterness
rank candidates by

Anger-over-grief blend with tear-cracks; rank the displacement blend.

Bargaining — negotiating with the universe

Coverable now

If-then offered to no one who can sign. Deals, promises, retroactive rewrites, spoken to the ceiling.

acoustic signature

Conditional pleading structures, prayer-adjacent address, rising desperate logic, promise inflation.

detector superposition
Hope+Helplessness mixpleading contoursSTRU if-then loopsVULN↑Distress under
rank candidates by

Pleading-conditional prosody + hope-helplessness co-activation; coverable.

Depression — the weight arrives

Coverable now

The bargaining stops and the mass of it lands. Speech under gravity, each sentence lifted with effort.

acoustic signature

Very low energy, long silences, flat low pitch, minimal words, effortful initiations.

detector superposition
Sadness↑AROU↓↓CHNK long-silenceDARC↓ATCK effortful
rank candidates by

Loaded-flat grief signature; coverable (distinct from clinical flatness by Sadness presence).

Acceptance — carrying it, not dropping it

Coverable now

The grief keeps its weight but finds a pocket. Warmth returns with the sorrow folded inside it.

acoustic signature

Settled quiet warmth, sadness integrated not absent, storytelling of the lost with soft smiles, peace-with-weight.

detector superposition
Sadness (soft)+ContentmentWARM returningS_STRY of-the-lostVALN bittersweet-stableGenuineness↑
rank candidates by

Sad-warm co-activation, stable — the integrated-grief blend; coverable.

One-Sided Talk & Media 10

One side of a phone call

Coverable now

Half a conversation that must imply the whole. Listening is audible; the absent voice shapes every reply.

acoustic signature

Listening-gaps with back-channels (mm, yeah), reactive prosody to unheard turns, interruption restarts.

detector superposition
CHNK conversational-gapsback-channels (burst-ish)VOLT reactiveS_CONVSTRU responsive
rank candidates by

Gap-structure + back-channel placement + reactive shifts; coverable.

The drunk voicemail at 2 a.m.

Coverable now

Courage borrowed from a bottle, regret pre-loaded. Love, grievance and apology slurring over each other.

acoustic signature

Slurred over-emotional rambling, volatile swings love↔hurt, restarts, over-long goodbyes.

detector superposition
Intoxication↑CLRT↓ slurVOLT↑ swingsLonging/Bitterness mixSTRU rambling
rank candidates by

Intoxication + emotional volatility + rambling structure; coverable.

Talking to the dog

Coverable now

The voice we save for creatures who can't answer — high, warm, sing-song, utterly unguarded.

acoustic signature

Pet-directed register: raised pitch, exaggerated melody, warm nonsense, question-loops.

detector superposition
REGS↑RANG sing-songWARM↑↑Affection↑S_PLAY
rank candidates by

Pet-directed-speech signature = motherese variant; coverable.

Talking at a grave

Coverable now

Conversation with an absence. Updates delivered to silence, grief worn soft with time or fresh and raw.

acoustic signature

Quiet one-way intimacy, pauses where answers were, tender-mundane updates, sighs, weather-talk over sorrow.

detector superposition
Sadness/LongingS_CONV to-no-oneCHNK answer-pausessighsWARM low
rank candidates by

One-way intimacy + longing + answer-shaped pauses; coverable.

Pep talk in the mirror

Coverable now

Self addressed as other — coach and athlete in one throat, conviction bootstrapping itself.

acoustic signature

Second-person self-address, building emphasis, call-response rhythm with self, forced→real confidence arc.

detector superposition
S_AUTH self-directedEMPH buildingDARC↑Genuineness risingSTNC↑
rank candidates by

The forced→genuine confidence arc; rank by conviction growth.

On the therapist's couch — the breakthrough

Coverable now

Circling the wound for forty minutes, then landing on it. The sentence that costs the most says the least.

acoustic signature

Deflective fluency → slowing → latency spike → the quiet true sentence → release (tears or laugh).

detector superposition
DFLU deflection→dropCOGL spikeVULN↑↑ at corecrying or laughter releaseGenuineness↑↑
rank candidates by

★ The approach-avoid-land arc: fluency drop + latency spike + vulnerability peak marks the breakthrough.

Testimony under cross-examination

Coverable now

Truth defended under fire — or a story maintained. Every question a probe; every answer a wall or a crack.

acoustic signature

Guarded measured answers, latency on dangerous questions, controlled affect, occasional leak under pressure.

detector superposition
STNC guardedCOGL spikes on probesSMTH controlledleak eventsGenuineness variable
rank candidates by

Question-locked latency/leak patterns; rank composure-vs-crack dynamics.

Job interview — competence over nerves

Coverable now

Selling yourself while your pulse argues. Polish with hairline fractures.

acoustic signature

Prepared answers with rehearsal-fluency, nerve leaks at transitions, upspeak creep, recovering poise.

detector superposition
S_FORM preparedFear (leak transitions)DFLU at improv momentsRANG upspeakGenuineness mixed
rank candidates by

Prepared-vs-improv seam detection + nerve leak; coverable.

Late-night radio host

Coverable now

A voice built for 2 a.m. — low, close, unhurried, talking to everyone as if to one.

acoustic signature

Low warm close-mic intimacy, slow smooth pacing, smiling timbre, confiding stance.

detector superposition
WARM↑REGS↓TEMP↓S_ASMR-adjacent broadcastSTNC confiding
rank candidates by

The intimate-broadcast signature; coverable.

Reality-TV confessional

Coverable now

Performed spontaneity to a camera pretending to be a friend. Casual, heightened, and aware of the edit.

acoustic signature

Over-animated casualness, punchline timing, performed outrage/delight, direct-address energy.

detector superposition
S_CASU heightenedVOLT performedEMPH punchlinesGenuineness↓S_DRAM lite
rank candidates by

Performed-casual = elevated animation with low genuineness; coverable.

Language & Identity 7

Fighting through a second language

Coverable now

Thought outrunning vocabulary — the mind reaching for words that arrive late, wrong, or in the mother tongue.

acoustic signature

High cognitive load, word-search pauses, L1 intrusions, simplified structures, apologetic restarts.

detector superposition
COGL↑↑DFLU word-searchLANG mixingSTRU simplifiedEmbarrassment (mild)
rank candidates by

Cognitive-load + word-search disfluency + language dim; coverable.

Simultaneous interpreting under pressure

Coverable now

Two languages running through one head with a three-second gap. The voice is calm; the mind is sprinting.

acoustic signature

Compressed even delivery, lag-managed rhythm, monotone-professional, occasional catch-up bursts.

detector superposition
COGL↑↑ hiddenSMTH professionalTEMP catch-up burstsVOLT↓ surfaceFOCS↑↑
rank candidates by

Professional-flat surface over maximal load — the load-masking signature; coverable.

The child interpreting for a parent

Partial superposition

A small voice carrying adult weight — medical words too big, responsibility too early, both languages heavier than they should be.

acoustic signature

Child register bearing formal content, hesitant precision, protective softening, emotional suppression beyond years.

detector superposition
AGEV youngS_FORM mismatchedCOGL↑protective softeningVULN suppressed
rank candidates by

Age-register vs formal-content mismatch is readable; the specific role-strain nuance benefits from context.

new expert

Role-strain / register-mismatch analyzer (composite).

Concealing the home accent

Partial superposition

Class passing by mouth — the native vowels policed in real time, slipping back under emotion or fatigue.

acoustic signature

Controlled 'received' accent with vigilance cost, slips at emotional peaks, self-correction micro-pauses.

detector superposition
ACNT controlled↔slipsCOGL vigilanceself-correctionslips at VOLT peaks
rank candidates by

Accent-vigilance (control + slip-at-emotion) is partly readable via ACNT drift; accent-ID expert sharpens.

new expert

Accent-identity & drift expert.

Gender-affirming voice work

Coverable now

Re-homing a voice — pitch, resonance and melody consciously retrained toward the self, effort easing into ownership.

acoustic signature

Deliberate register/resonance placement (e.g., raised pitch floor, brighter oral resonance, lighter weight), vigilance early, naturalness growing.

detector superposition
GEND target-shiftREGS retrainedR_ORAL/R_HEAD placementCOGL early-vigilanceGenuineness rising
rank candidates by

VoiceNet's gender/register/resonance dims literally measure the workspace; rank progress by target-proximity × ease (falling load, rising genuineness). Handle with respect: this is skilled self-authorship, not disguise.

Losing the mother tongue

Partial superposition

Reaching for the first language and finding gaps where home used to be — fluency in reverse.

acoustic signature

L1 attempted with L2 intrusions, grief-tinged word-search, embarrassed laughter, simplified childhood register.

detector superposition
LANG inverted-mixDFLU↑Sadness/Longing tingelaughter embarrassedCOGL↑
rank candidates by

Word-search + language-mix + longing; directionality of loss needs language-ID context.

new expert

Language-mix / attrition analyzer (multilingual ASR adjunct).

Reciting an unknown language phonetically

Partial superposition

Sound without meaning — syllables navigated like stepping stones, prosody guessed, meaning absent from the melody.

acoustic signature

Careful syllabic delivery, flat or misplaced prosody, no semantic emphasis, monitoring pauses.

detector superposition
CLRT careful-syllabicEMPH misplaced/absentCOGL↑SMTH cautioussemantic-prosody absent
rank candidates by

Absent semantic-emphasis is detectable against text; a prosody-semantics alignment head formalizes.

new expert

Prosody-semantics alignment expert (multimodal).

Voice-Craft, Bursts & Delivery

58 tasks

The trained instrument at work — styles, bursts, comedy, ritual, and the musical edges of speech.

Voice-Craft & Delivery 11

Breaking-news anchor

Coverable now

Authority under time pressure — clipped, even, urgent but controlled, every fact landing.

acoustic signature

Measured broadcast cadence, crisp articulation, controlled urgency, formal register.

detector superposition
S_NEWS↑CLRT↑TEMP steadyEMPH controlledS_FORM
rank candidates by

Newsreader style head + crisp-controlled prosody; coverable.

Patient teacher explaining

Coverable now

Making the hard thing simple — warm, clear, well-signposted, checking you're still with them.

acoustic signature

Clear didactic pacing, sign-posting intonation, warm patience, emphasis on key terms.

detector superposition
S_TECH↑CLRT↑WARM↑STRU↑ organizedEMPH key-terms
rank candidates by

Teacher/didactic style + clarity + structure; coverable.

Cartoon character voice

Coverable now

Reality dialed to eleven — exaggerated pitch, elastic timbre, caricatured everything.

acoustic signature

Extreme pitch/register, elastic range, exaggerated timbre, high expressivity.

detector superposition
S_CART↑↑RANG↑↑REGS extremeVOLT↑ESTH stylized
rank candidates by

Cartoonish style head + extreme range; coverable.

Audiobook narrator

Coverable now

The invisible guide — smooth, even, characterful without intruding, carrying you through.

acoustic signature

Smooth sustained narration, gentle character shifts, even warm tone, clear structure.

detector superposition
S_NARR↑SMTH↑WARM↑STRU↑VOLT controlled
rank candidates by

Narrator style head + smooth even delivery; coverable.

Motivational authority / hype

Coverable now

Lifting a room — building energy, commanding cadence, conviction you can lean on.

acoustic signature

Rising energy arc, commanding emphasis, high arousal, authoritative stance.

detector superposition
S_AUTH↑AROU↑DARC↑ buildingSTNC↑↑EMPH↑
rank candidates by

Authoritative style + rising-energy arc; coverable.

Meditation / sleep guide

Coverable now

Lowering a nervous system — glacial, smooth, warm, every edge sanded off.

acoustic signature

Very slow smooth tempo, hushed warmth, minimal dynamics, soothing downward contours.

detector superposition
S_ASMR↑TEMP↓↓SMTH↑↑WARM↑AROU↓↓
rank candidates by

ASMR/whisper style + deep-calm signature; coverable.

Ceremony / eulogy (formal gravity)

Coverable now

Weight and grace — measured, elevated, holding grief and dignity in the same breath.

acoustic signature

Slow formal cadence, elevated register, restrained sorrow, resonant gravity.

detector superposition
S_FORM↑TEMP↓R_CHST↑ gravitySadness (restrained)EMPH deliberate
rank candidates by

Formal style + restrained-sadness + gravity resonance; coverable.

Sports / auction rapid patter

Coverable now

Words at a gallop — sustained high tempo, rhythmic, breath managed like an athlete.

acoustic signature

Extreme sustained tempo, rhythmic patter, managed breath, high energy.

detector superposition
TEMP↑↑SMTH rhythmicAROU↑RESP managedCHNK↓
rank candidates by

Tempo + rhythm + arousal capture the patter; coverable.

Motherese / baby-talk

Coverable now

The universal caregiver voice — high, sing-song, warm, exaggerated melody to hold a small attention.

acoustic signature

High pitch, wide sing-song range, warm slow tempo, exaggerated affection.

detector superposition
REGS↑RANG↑↑ sing-songWARM↑Affection↑TEMP↓
rank candidates by

Register + sing-song range + Affection; coverable.

Shakespearean / heightened dramatic

Coverable now

Language as music and swordplay — full-bodied, expansive, every vowel savored, the balcony reached.

acoustic signature

Expansive projected delivery, wide range, rich resonance, heightened emphasis, theatrical arcs.

detector superposition
S_DRAM↑↑RANG↑FULL↑EMPH↑↑R_CHST↑
rank candidates by

Dramatic style + projection + range; coverable.

Code-switching accent mid-scene

Partial superposition

Two worlds in one mouth — the voice slides between accents as the social frame changes.

acoustic signature

A discrete accent/phonology shift at a social pivot, register realignment.

detector superposition
ACNT shiftREGS realignSTNC context-shiftCLRT phonology
rank candidates by

VoiceNet Accent dim flags the shift; identifying specific accents wants an accent-ID expert.

new expert

Accent-identity expert (VoiceNet Accent extension).

Vocal-Burst Scenarios 8

The exasperated sigh

Coverable now

The whole opinion in one exhale — no words needed, and everyone understands.

acoustic signature

A pointed audible exhale with a voiced fall, deflating dynamics.

detector superposition
sighs (burst)DARC↓Impatience/DisappointmentBlend
rank candidates by

Sigh family + falling dynamics + the emotion it carries; rank by blend/placement.

Pointed throat-clear

Coverable now

The social cough that means: I'm here, or, watch it. Punctuation of the throat.

acoustic signature

A deliberate throat-clear at a meaningful beat, resetting attention.

detector superposition
throat_and_vocal_sounds (burst)STNC signalBlend
rank candidates by

Throat-sound family; blend rates whether it reads as intentional signal vs reflex.

Savoring delicious food

Coverable now

Pleasure escaping around a full mouth — involuntary mmms and satisfied breath.

acoustic signature

Voiced satisfaction hums, chewing/swallow sounds, pleasure-moan bleed, warm valence.

detector superposition
eating_and_drinking (burst)groans_and_moans (pleasure)Pleasure/ContentmentBlend
rank candidates by

Eating burst family + pleasure moan + Pleasure emotion; coverable.

Belly laugh vs polite chuckle vs snicker

Coverable now

Three sizes of amusement — the body-shaking real one, the social courtesy, and the private mean one.

acoustic signature

Belly: breath-driven, irregular, high blend; polite: brief regular voiced; snicker: nasal suppressed.

detector superposition
laughter (subtypes)Blend (decisive)GenuinenessAmusement (level)RESP coupling
rank candidates by

Laughter family + blend + genuineness distinguish the three; rank by breath-coupling.

Groan of frustration

Coverable now

The wordless verdict on bad news — a long voiced complaint from the chest.

acoustic signature

Sustained voiced groan, falling pitch, chest resonance, exasperation.

detector superposition
groans_and_moans (burst)Impatience/DisappointmentR_CHST↑DARC↓
rank candidates by

Groan family + the emotion it carries; coverable.

Sharp gasp of shock / awe

Coverable now

The involuntary inhale that beats the mind to the reaction.

acoustic signature

Sudden sharp voiced inhale, breath-seize, arousal spike.

detector superposition
gasps_and_inhales (burst)ARSH↑Astonishment/AweATCK sharp
rank candidates by

Gasp family + arousal-spike + surprise/awe; coverable.

Sucking teeth / tutting (disapproval)

Coverable now

The click of judgment — a small mouth-sound that carries a whole verdict.

acoustic signature

Alveolar clicks/tuts at pointed moments, mild contempt.

detector superposition
tongue_clicks / mouth_and_lip_soundsContempt (mild)Blend
rank candidates by

Click families + the disapproval they signal; coverable.

Applause / self-slap / table-thump

Coverable now

The body punctuating speech — clapping a point home, slapping a knee, thumping the table.

acoustic signature

Percussive hand/body transients aligned to emphasis beats.

detector superposition
hand_and_body_sounds (burst)EMPH alignedDARC spikes
rank candidates by

Hand/body-sound family + emphasis alignment; coverable.

Vocal Behaviors & Music 5

Tongue clicking during speech

Coverable now

A punctuation of the mouth — disapproval, thinking, or habit, ticking between words.

acoustic signature

Sharp inter-word click transients, otherwise normal speech.

detector superposition
tongue_clicks (burst)CLRT normal
rank candidates by

Named burst family — detect, count, Blend-rate placement; fully coverable.

Humming while thinking

Coverable now

The mind idles out loud. A tuneless drone fills the gap where a word should be.

acoustic signature

Voiced nasal drone in pauses, closed-mouth resonance, pitch wander.

detector superposition
humming (burst)R_NASL↑DFLU↑ (filled pause)
rank candidates by

Humming is a burst family; combine with filled-pause disfluency. Coverable.

Singing (soft / energetic / playful / emotional)

Needs a new expert

The line lifts off speech into pitch and meter — and the style tells the feeling.

acoustic signature

Sustained pitched vowels, metrical timing, wide controlled range, vibrato, held notes.

detector superposition
RANG↑↑ melodicHARM↑ sustainedSMTH↑ metricalS_DRAM/S_PLAYvibrato (unnamed)
rank candidates by

VoiceNet hints at melody (range/harmonicity) but can't tell speech from song or rate style; needs a dedicated model.

new expert

Singing detector + singing-style expert (speech↔song boundary, vibrato, style).

Humming-to-singing transition

Needs a new expert

The private drone opens into public melody — the moment a feeling commits to a tune.

acoustic signature

Closed hum blooming into open pitched vowels, rising energy, mouth opening.

detector superposition
humming→ (burst)RANG↑ risingHARM↑DARC↑
rank candidates by

The transition itself is a temporal event no current head names.

new expert

Singing-onset / transition expert (shared with singing detector).

Whistling between phrases

Coverable now

A bright thread of air — nonchalance, or a tune the words won't carry.

acoustic signature

Pure high-frequency tonal bursts, breath-set, otherwise speech.

detector superposition
whistling (burst)BRGT↑ tonal
rank candidates by

Whistling is a burst family — detectable and Blend-scorable.

Speech Characteristics 4

Stuttering (blocks & repetitions)

Partial superposition

The word is there but the door jams. Sound repeats, or locks, then bursts free.

acoustic signature

Part-word repetitions, silent blocks with tension, sudden release, secondary struggle.

detector superposition
DFLU↑↑TENS↑ blockATCK repeatedSMTH↓COGL↑
rank candidates by

DFLU + tension-blocks approximate it, but stutter-type (block vs repetition vs prolongation) needs a disfluency-type head.

new expert

Disfluency-type expert — classify stutter/stammer/filler/false-start.

Mumbling

Coverable now

The voice keeps its secrets — energy pulled inward, consonants half-formed.

acoustic signature

Low articulation clarity, reduced projection, closed resonance, flat dynamics.

detector superposition
CLRT↓↓EMPH↓R_ORAL↓ closedFULL↓
rank candidates by

Articulation-clarity + low emphasis is a clean VoiceNet read.

Slurred / unclear articulation

Coverable now

The edges of words dissolve into each other.

acoustic signature

Blurred consonant boundaries, vowel merging, reduced clarity, possible slow tempo.

detector superposition
CLRT↓↓SMTH↓ mergedTEMP↓ (opt)
rank candidates by

Directly the Articulation-Clarity dimension.

Rushing / pressured speech

Coverable now

Words pile at the exit, no room for breath — urgency or mania driving the tempo.

acoustic signature

Very high tempo, reduced pausing, breath-debt, rising pitch, few chunk breaks.

detector superposition
TEMP↑↑CHNK↑ few pausesRESP breath-debtAROU↑COGL↑
rank candidates by

Tempo + chunking + arousal cover the acoustic; genuineness/EmoNet add whether it's panic or excitement.

Craft Edge Cases 10

Barely getting words out through laughter

Coverable now

The line keeps collapsing — every attempt dissolves into helpless laughter before it finishes.

acoustic signature

Repeated aborted phrases, laugh-breaks mid-word, breath-spasm, high genuine amusement.

detector superposition
laughter (intrusive)VOLT↑↑CLRT↓ breaksAmusement↑↑Blend↑
rank candidates by

★ Intrusive-laughter density + high amusement + high blend; rank the loss-of-control realness.

Choked up proposing a toast

Coverable now

Joy and grief and love all crowd the throat at once — the voice keeps stopping to steady itself.

acoustic signature

Repeated voice-catches, wet timbre, breath-steadying pauses, valence high but fragile.

detector superposition
VOLT↑ catchElation+cryingRESP steadyingGenuineness↑Gratitude/Affection
rank candidates by

Voice-catch density + positive-over-tears blend; measurable.

Voice cracking (emotion or puberty)

Partial superposition

The instrument slips its register — an involuntary break that betrays what's underneath.

acoustic signature

Sudden pitch-register breaks, momentary control loss, emotional or developmental.

detector superposition
VOLT↑ breakRANG jumpATCK crackedHARM dropout
rank candidates by

Register-break events are detectable via pitch-jump + harmonicity dropout; a break-event head sharpens.

new expert

Register-break / vocal-crack detector.

Talking in your sleep

Needs a new expert

Speech with the pilot gone — unmodulated, disconnected, surfacing from somewhere with no audience.

acoustic signature

Flat unmodulated prosody, disconnected fragments, low arousal, no addressee awareness, mumbling.

detector superposition
AROU↓↓VALN flatSTRU disconnectedCLRT↓mumbling
rank candidates by

Reads like sleepy-mumble; the disconnected no-addressee quality needs a state expert.

new expert

Consciousness-state expert (extension: Fatigue/Sleep).

Falsetto / head-voice play

Coverable now

Slipping up into the light, thin register — for comedy, mimicry, or reaching a note.

acoustic signature

Head-voice resonance, thin bright timbre, high register, reduced chest.

detector superposition
R_HEAD↑REGS↑↑BRGT↑R_CHST↓FULL↓
rank candidates by

Head-resonance + high register + brightness are directly in VoiceNet; coverable.

Beatboxing / vocal percussion

Needs a new expert

The mouth as a drum kit — plosive and click transients driving a rhythm, not a sentence.

acoustic signature

Rhythmic percussive mouth transients, non-lexical, tight timing.

detector superposition
mouth_and_lip_sounds (burst)SMTH rhythmicCLRT n/anon-speech
rank candidates by

Percussive non-lexical vocalization isn't modeled; a vocal-percussion/beatbox detector is niche.

new expert

Non-lexical vocalization expert (beatbox/vocal-fx).

Whispered urgency (need to stay quiet)

Coverable now

Panic at a volume that won't carry — the fear pushes but the voice must not rise.

acoustic signature

Whisper-voice with high underlying arousal, pressed breath, tension, urgency in rhythm.

detector superposition
S_WHIS↑Fear/Distress (under)RESP pressedTEMP↑TENS↑
rank candidates by

★ Whisper style with leaked high-arousal fear = whispered-urgency incongruence; measurable.

Reciting under duress (hostage read)

Coverable now

Words that aren't yours, read past a fear you can't show — flatness fighting a tremor.

acoustic signature

Forced-flat reading, suppressed fear leak, unnatural pacing, micro-tremor, low genuineness.

detector superposition
SMTH↑ forcedFear (leak)VOLT↑ microGenuineness↓DFLU↓ (read)
rank candidates by

★ Forced-flat read × leaked fear × low genuineness; the coerced-reading signature.

Speaking with a lisp / retainer

Partial superposition

The sibilants slip — a consistent articulatory signature that colors every s and z.

acoustic signature

Consistent sibilant distortion, altered fricatives, otherwise normal prosody.

detector superposition
CLRT↓ sibilantsspecific fricative pattern
rank candidates by

Clarity drop flags it; a phoneme-level articulation head identifies the lisp type.

new expert

Phoneme-articulation expert (lisp/rhotacism).

Impersonation of an accent

Partial superposition

Wearing another region's mouth — the phonology deliberately relocated, sometimes overshot.

acoustic signature

Deliberate accent shift from baseline, possible over-articulation/caricature.

detector superposition
ACNT shiftΔVoiceNet vs baselineS_CART if overshot
rank candidates by

Accent dim + baseline-drift flag it; specific-accent ID needs the accent expert.

new expert

Accent-identity expert (shared).

Comedy & Performance Meta 9

Bombing on stage

Coverable now

Jokes landing in silence — flop sweat audible, pace accelerating, the save attempts saving nothing.

acoustic signature

Post-punchline silence gaps, accelerating desperation, forced self-laughs, pitch climbing, abandoned bits.

detector superposition
silence-gaps (no laugh)TEMP↑ desperatelaughter forced-selfEmbarrassment↑DARC unstable
rank candidates by

Punchline-silence structure + desperation acceleration + forced-laugh; coverable.

Handling the heckler

Coverable now

Control re-taken in real time — the pivot from script to duel, timing weaponized.

acoustic signature

Beat of assessment, tempo shift to counter-attack, crowd-work rhythm, dominance restored, riding the laugh.

detector superposition
pivot beatSTNC↑ retakenEMPH counterlaughter (crowd) timingS_PLAY sharpened
rank candidates by

The script→duel pivot + dominance restoration; coverable.

Delighted by a terrible gift

Coverable now

Joy manufactured at point of sale — 'you shouldn't have' meaning it. The over-shoot is the fingerprint.

acoustic signature

Over-bright delight slightly too fast and too high, held smile-timbre, thank-you inflation, micro-flat under.

detector superposition
Elation (surface, overshoot)BRGT forcedGenuineness↓↓tempo too-fastmicro-flat leaks
rank candidates by

★ The canonical politeness-mask: overshoot amplitude × low genuineness.

Deadpan

Partial superposition

Comedy with the affect removed — the joke wearing a business suit, funnier for the refusal to smile.

acoustic signature

Flat unmodulated delivery of absurd content, no smile-timbre, timing carried by pause not pitch.

detector superposition
VALN flat-heldRANG↓ deliberatesemantic-prosody mismatchtiming-pausesS_CASU dry
rank candidates by

Flat-over-absurd needs text to score the mismatch — the prosody-semantics head again.

new expert

Prosody-semantics alignment expert (shared).

Losing the line and covering

Coverable now

The script gone mid-sentence — the actor vamps, generalizes, and lands somewhere adjacent with confidence.

acoustic signature

Fluency hiccup, filler bridge, prosody confidence maintained over content drift, relief on recovery.

detector superposition
DFLU hiccup+bridgeconfidence heldCOGL spikeRelief micro at recovery
rank candidates by

The hiccup-bridge-recover shape with maintained confidence; coverable.

Take 20 — freshness on command

Coverable now

The same scream, the twentieth time, required to sound like the first. Craft versus depletion.

acoustic signature

Subtle staling markers: timing regularization, blend decay, effort-substitution for feeling, genuineness erosion.

detector superposition
Blend decay across takesGenuineness↓ trendtiming regularizedeffort-substitution
rank candidates by

★ Exactly our ranking task inverted: track blend/genuineness decay across a take-series.

Audition cold read

Coverable now

A stranger's words made yours in ninety seconds — reading ahead while feeling now, nerves ironed into choices.

acoustic signature

Read-cadence with interpretive overlay, page-ahead pauses, nerve leaks, bold-choice spikes.

detector superposition
read-rhythm + overlayCOGL page-aheadFear leaksEMPH choice-spikes
rank candidates by

Read-vs-embodied mixture + nerve leak; coverable.

YouTube voice

Coverable now

The algorithmic register — hey-guys energy, emphasis every fourth word, enthusiasm as a format.

acoustic signature

High-energy uptalk-emphasis grid, compressed dynamics, hook-cadence, performed intimacy at scale.

detector superposition
EMPH grid-regularAROU↑ formattedS_CASU performedGenuineness↓ formathook rhythm
rank candidates by

The format-enthusiasm signature (regular emphasis grid + performed casualness); coverable.

The ad read

Coverable now

Sincerity for hire, mid-podcast — the host's real voice bending around sponsored enthusiasm.

acoustic signature

Register shift into copy, brightened pace, enthusiasm overlay on read-rhythm, wink-acknowledgment.

detector superposition
register shift-inread-rhythmElation overlayGenuineness↓S_CONV wink
rank candidates by

Host-voice→copy-voice boundary + performed enthusiasm; coverable.

Ritual, Faith & the Uncanny 6

Desperate prayer vs rote liturgy

Coverable now

Two prayers: one worn smooth by repetition, one torn open by need. Same words available; different voices entirely.

acoustic signature

Rote: metrical, low-affect, formula cadence. Desperate: broken rhythm, bargaining, tears, address that expects an answer.

detector superposition
rote: SMTH metrical + AROU↓desperate: VULN↑ + crying + pleading contoursGenuineness contrast
rank candidates by

★ The rote↔desperate contrast is a pure genuineness+prosody axis; coverable.

Speaking in tongues

Needs a new expert

Language surrendered — fluent non-lexical streams with full prosodic conviction, ecstatic and unselfconscious.

acoustic signature

Fluent pseudo-syllabic flow, high conviction prosody, ecstatic arousal, no word-search markers despite non-words.

detector superposition
non-lexical fluent flowAwe/Elation↑AROU↑ ecstaticDFLU absent (!)conviction prosody
rank candidates by

Fluent non-lexical speech isn't modeled (ASR fails informatively); a glossolalia/non-lexical-fluency head is needed.

new expert

Non-lexical fluent-vocalization expert (shared with scat/beatbox family).

The possession switch

Partial superposition

One throat, two tenants — the horror staple: a voice discontinuity that violates identity itself.

acoustic signature

Abrupt wholesale voice-profile switch (register, resonance, tempo, affect) beyond normal variation, menace inversion.

detector superposition
ΔVoiceNet wholesale jumpREGS/GEND shiftMalevolence appearsVOLT discontinuityS_DRAM
rank candidates by

Profile-discontinuity (distance jump in VoiceNet space mid-clip) is computable now; an identity-switch detector formalizes it.

new expert

Voice-profile discontinuity expert (identity-switch).

Channeling at the séance

Coverable now

The medium's professional uncanny — cadence slowed, register lowered, someone else's grammar borrowed with theatrical care.

acoustic signature

Stylized trance onset, altered slowed register, archaic diction rhythm, performed otherness with control.

detector superposition
trance-onset arcREGS loweredTEMP↓ stylizedS_DRAM controlledGenuineness↓ performed
rank candidates by

Performed-otherness = controlled profile shift with low genuineness; coverable.

Campfire ghost story

Coverable now

Fear as a gift, wrapped slowly — hush, build, hang... and the spring of the scare.

acoustic signature

Hushed conspiratorial build, slowing before the turn, suspended pauses, sudden attack spike, audience-scare timing.

detector superposition
S_WHIS buildTEMP↓ then spikesuspense pausesATCK scare-spikeS_STRY
rank candidates by

The hush-build-spring arc; coverable and blend rates the scare.

Oaths, blessings and curses

Coverable now

Words meant to bind — weight loaded syllable by syllable, formality carrying force, finality as punctuation.

acoustic signature

Slow formal weight, downward finality contours, ritual meter, maximal gravity resonance.

detector superposition
S_FORM ritualTEMP↓ loadedR_CHST gravityEMPH syllabicfinality contours
rank candidates by

Ritual-weight signature; coverable.

Music & Extended Voice 5

Lullaby to a fussy baby

Partial superposition

Singing as regulation — melody for the child, patience for the self, volume in retreat as eyes close.

acoustic signature

Soft sung phrases with rocking meter, diminishing dynamics, repetition, tenderness with tired edges.

detector superposition
singing softWARM↑DARC↓ diminishingrepetition meterAffection+Fatigue
rank candidates by

Tender-diminishing pattern readable; singing detection needs the song head.

new expert

Singing detector (shared).

Operatic projection

Needs a new expert

The trained instrument at full architecture — supported breath, ringing squillo, vibrato as engineering.

acoustic signature

Sustained supported phonation, ring/formant cluster, controlled vibrato, dynamic architecture.

detector superposition
FULL↑↑HARM↑ ringcontrolled vibratoRESP supportESTH trained
rank candidates by

Trained-singing qualities (squillo, vibrato control) need the singing-style expert.

new expert

Singing-style expert (shared).

Metal scream — controlled distortion

Needs a new expert

Fry and false-cord roar as technique, not damage — aggression aestheticized, stamina engineered.

acoustic signature

Sustained distorted phonation with control markers, pitch under the noise, endurance without hoarseness drift.

detector superposition
ROUG↑↑ controlledHARM under-noiseS_RANT aestheticstamina (no drift)Anger stylized
rank candidates by

Distorted-but-controlled phonation vs damage is a specialist read; needs the extreme-vocal expert.

new expert

Extreme-vocal-technique expert (scream/growl/fry).

Freestyle under pressure

Partial superposition

Composition at the speed of speech — rhyme targets hit while the next line loads, confidence covering the search.

acoustic signature

Metrical flow with real-time composition markers, filler-rhymes under load, recovery flips, crowd-energy.

detector superposition
SMTH metricalCOGL↑ hiddenDFLU as-styleEMPH beat-lockedTriumph on lands
rank candidates by

Flow-meter + load-markers approximate; rap-flow modeling is its own head.

new expert

Rhythmic-speech / flow expert.

The awkward Happy Birthday

Partial superposition

Obligatory public singing by the unwilling — keys negotiated downward, endings mistimed, relief at the last note.

acoustic signature

Reluctant half-sung register, key drift, tempo disagreement, embarrassed smile-timbre, trailing final note.

detector superposition
half-sung registerkey/tempo driftEmbarrassment↑laughter edgesRelief at end
rank candidates by

Reluctant-singing markers + embarrassment; singing head sharpens.

new expert

Singing detector (shared).

★ The one that pays for itself: masking as incongruence

The hardest-seeming tasks — faking anger, hiding fear, fake-crying, forced emotion — are the ones our current stack ranks best, because “pretending” is not a feeling, it's a mismatch between layers. Surface emotion says one thing; the body and the Genuineness head say another. Measure the gap.

mask_score = EmoNet[surface emotion]  ×  (1 − Genuineness)  ×  |physiology − surface| e.g. fake anger = Anger↑ · low-genuineness · (arousal & tension stay LOW)

The same three-term structure detects suppressed laughter (amusement leak under control), nervous laughter (laugh-burst with low blend beside anxiety), and tears-of-joy (positive valence over a crying-breath). No new model — just the right product of the ones we have.

Experts worth training next

Everything a superposition can only approximate points at a missing head. Grouped, the gaps are coherent — most are the physical-situation axes the extension taxonomy already names, plus a few micro-detectors for involuntary events. Each would turn a “partial” into a clean, rankable score.