← all emotions
Doubt
Steering prompt: A skeptical, uncertain voice, hedging and unconvinced, full of doubt.
Delivery cue: (doubtfully, deeply unconvinced) · measured EmoNet dim: Doubt
| condition | emotion | WER | genu |
|---|
| N0 (neutral prompt, no LoRA) | 0.001 | 0.00 | 0.00 |
| P (steer prompt, no LoRA) | 0.005 | 0.13 | 0.13 |
| L50 (prompt + LoRA 50%) | 0.008 | 0.28 | 0.12 |
| L100 (prompt + LoRA 100%) | 0.005 | 0.45 | 0.12 |
| L150 (prompt + LoRA 150%) | 0.012 | 0.42 | 0.14 |
Δ prompt (P−N0) = +0.004 · Δ LoRA (L100−P) = -0.000 · 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 0.001 (best 0.00) · WER 0.26 · genu 0.12
L50
emo 0.001 (best 0.00) · WER 0.62 · genu 0.17
L100
emo 0.001 (best 0.00) · WER 0.42 · genu 0.09
L150
emo 0.001 (best 0.00) · WER 0.09 · genu 0.10
"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 0.027 (best 0.16) · WER 0.00 · genu 0.16
L50
emo 0.041 (best 0.15) · WER 0.33 · genu 0.17
L100
emo 0.026 (best 0.15) · WER 0.67 · genu 0.15
L150
emo 0.030 (best 0.12) · WER 0.33 · genu 0.20
"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 0.02 · genu 0.13
L50
emo 0.001 (best 0.00) · WER 0.17 · genu 0.15
L100
emo 0.001 (best 0.00) · WER 0.59 · genu 0.19
L150
emo 0.022 (best 0.13) · WER 0.71 · genu 0.15
"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 0.001 (best 0.00) · WER 0.43 · genu 0.08
L50
emo 0.001 (best 0.00) · WER 0.43 · genu 0.05
L100
emo 0.001 (best 0.00) · WER 0.26 · genu 0.07
L150
emo 0.018 (best 0.11) · WER 0.80 · genu 0.10
"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 0.001 (best 0.00) · WER 0.09 · genu 0.07
L50
emo 0.001 (best 0.00) · WER 0.11 · genu 0.05
L100
emo 0.001 (best 0.00) · WER 0.42 · genu 0.07
L150
emo 0.001 (best 0.00) · WER 0.27 · genu 0.06
"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 0.001 (best 0.00) · WER 0.00 · genu 0.19
L50
emo 0.001 (best 0.00) · WER 0.00 · genu 0.15
L100
emo 0.001 (best 0.00) · WER 0.33 · genu 0.13
L150
emo 0.001 (best 0.00) · WER 0.30 · genu 0.22