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Helplessness
Steering prompt: A powerless, defeated voice, pleading and helpless, out of options.Delivery cue: (helplessly, defeated and powerless) · measured EmoNet dim: Helplessness
condition emotion WER genu N0 (neutral prompt, no LoRA) -0.001 0.00 0.00 P (steer prompt, no LoRA) 0.035 0.25 0.14 L50 (prompt + LoRA 50%) 0.108 0.22 0.16 L100 (prompt + LoRA 100%) 0.119 0.55 0.18 L150 (prompt + LoRA 150%) 0.251 0.71 0.21
Δ prompt (P−N0) = +0.036 · Δ LoRA (L100−P) = +0.084 · best condition = L150
"The meeting is scheduled for three o'clock on Tuesday afternoon."
N0 neutral
emo -0.000 (best -0.00) · WER 0.59 · genu 0.08
P prompt
emo 0.007 (best 0.05) · WER 0.45 · genu 0.11
L50
emo 0.009 (best 0.05) · WER 0.27 · genu 0.10
L100
emo 0.035 (best 0.21) · WER 0.58 · genu 0.14
L150
emo 0.218 (best 0.52) · WER 0.53 · genu 0.17
"I need to stop by the store and pick up a few things on the way home."
N0 neutral
emo 0.009 (best 0.05) · WER 0.00 · genu 0.17
P prompt
emo 0.050 (best 0.15) · WER 0.00 · genu 0.23
L50
emo 0.130 (best 0.30) · WER 0.33 · genu 0.24
L100
emo 0.184 (best 0.23) · WER 0.17 · genu 0.27
L150
emo 0.297 (best 0.54) · WER 0.76 · genu 0.27
"The report is on the desk, right next to the printer."
N0 neutral
emo 0.026 (best 0.10) · WER 0.00 · genu 0.12
P prompt
emo -0.001 (best -0.00) · WER 0.33 · genu 0.14
L50
emo 0.111 (best 0.31) · WER 0.35 · genu 0.23
L100
emo 0.133 (best 0.46) · WER 0.95 · genu 0.19
L150
emo 0.389 (best 0.52) · WER 0.94 · genu 0.22
"There are twelve chairs arranged around the conference table."
N0 neutral
emo -0.000 (best -0.00) · WER 0.09 · genu 0.03
P prompt
emo 0.029 (best 0.18) · WER 0.07 · genu 0.10
L50
emo 0.111 (best 0.33) · WER 0.28 · genu 0.11
L100
emo 0.111 (best 0.32) · WER 0.83 · genu 0.23
L150
emo 0.076 (best 0.46) · WER 0.37 · genu 0.16
"The train leaves from platform four every hour on the hour."
N0 neutral
emo -0.000 (best -0.00) · WER 0.09 · genu 0.05
P prompt
emo 0.029 (best 0.12) · WER 0.45 · genu 0.09
L50
emo 0.060 (best 0.24) · WER 0.09 · genu 0.09
L100
emo 0.142 (best 0.54) · WER 0.41 · genu 0.14
L150
emo 0.233 (best 0.48) · WER 0.86 · genu 0.24
"Please remember to lock the door before you head out."
N0 neutral
emo 0.001 (best 0.00) · WER 0.00 · genu 0.13
P prompt
emo 0.098 (best 0.16) · WER 0.20 · genu 0.16
L50
emo 0.227 (best 0.34) · WER 0.00 · genu 0.21
L100
emo 0.111 (best 0.26) · WER 0.33 · genu 0.12
L150
emo 0.294 (best 0.26) · WER 0.78 · genu 0.20