10-generation evolution of prompt + LoRA-strength + sampling to maximize Elation. Fitness = mean over 8 candidates. Best evolved 0.423 vs prompt-without-LoRA 0.174 (LoRA lift +0.249) vs neutral 0.002; winning λ≈1.5.
Method & reproducibility — how the evolution ran
Base model:laion/moss-tts-local-transformer-4.55b-voice-acting-v2 · LoRA: the matching v3 emotion LoRA (TTS-AGI/moss-emotion-loras-v3, rank 32), applied via PEFT adapter scaling at strength λ. Algorithm: genetic search — population 16, 10 generations, elitism (top 6 carried over). Each generation: every genome is generated best-of-8 and its fitness = the mean target-emotion strength over those 8 candidates (EmoNet score for the emotion, minus 0.25·max(0, WER−0.6) as a light intelligibility guard). Offspring = 60% crossover of two elites + mutation, 40% mutation of one elite. Genome (what evolves): the GENERAL voice description, the SCRIPT delivery cue, the carrier sentence, the LoRA strength λ (seeded 0.75–1.5, mutated within 0.4–2.0), and the sampling params (audio temperature, top_p, top_k). Mutation operators: 35% regenerate the description (new intensity + manner adjectives), 20% swap the carrier sentence, 23% jitter λ by ±0.25/0.5, 12% jitter temperature ±0.1, 10% change top_k. LoRA on vs off: the two LoRA OFF cards are baselines generated with the adapter disabled (λ=0) — a plain neutral prompt, and the best steering prompt without the LoRA. Every LoRA ON hall-of-fame recipe below was generated with the LoRA active at the evolved λ shown on the card. Seed is derived from the emotion name (deterministic).
Baselines — LoRA disabled
NEUTRAL promptLoRA OFF (λ=0)
mean-emo 0.002 · best 0.00 · blend 0.21 · genu 0.05 · WER 0.47
STEER promptLoRA OFF (λ=0)
mean-emo 0.174 · best 0.35 · blend 0.93 · genu 0.33 · WER 0.38
GENERAL: A voice overwhelmingly expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, with every word.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
Hall of fame — top 8 evolved recipes (all generated WITH the emotion LoRA active)
#1LoRA ON · λ=1.25 (125%)
mean-emo 0.423 · best 0.61 · blend 0.44 · genu 0.23 · WER 0.50
GENERAL: A voice utterly expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, in every breath.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
mean-emo 0.407 · best 0.54 · blend 0.59 · genu 0.21 · WER 0.62
GENERAL: A voice utterly expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, building and building.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
mean-emo 0.415 · best 0.60 · blend 0.44 · genu 0.21 · WER 0.77
GENERAL: A voice utterly expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, in every breath.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
mean-emo 0.344 · best 0.57 · blend 0.51 · genu 0.24 · WER 0.62
GENERAL: A voice powerfully expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, pouring out.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
mean-emo 0.345 · best 0.48 · blend 0.44 · genu 0.21 · WER 0.64
GENERAL: A voice deeply expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, building and building.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
mean-emo 0.334 · best 0.47 · blend 0.37 · genu 0.10 · WER 0.38
GENERAL: A voice to the extreme expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, building and building.
SCRIPT: (elated, euphoric, bursting with joy) "This changes everything, doesn't it."
mean-emo 0.355 · best 0.53 · blend 0.57 · genu 0.21 · WER 0.71
GENERAL: A voice utterly expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, in every breath.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
mean-emo 0.403 · best 0.60 · blend 0.41 · genu 0.23 · WER 0.91
GENERAL: A voice utterly expressing elation, a soaring, jubilant voice, elated and euphoric, bursting with joy, building and building.
SCRIPT: (elated, euphoric, bursting with joy) "I can't believe this is happening."
