← all emotions

Anger

Best adapter: rank 16, checkpoint seen 5000 · EmoNet-z +0.74 (baseline -0.597) · blend 0.469 · genu 0.167 · speaker-sim 0.133.

Instruction prompt: GENERAL: Vicious, hostile, spitting each word like an accusation. SCRIPT: (voice cracking with rage) The train leaves at seven. (voice cracking with rage) If we don't leave now, we'll miss it.

Five neutral sentences, each in English / Deutsch / Français, no reference vs with emotion reference (a same-emotion training clip supplies the voice; the prompt applies the emotion).

Each cell = 5 seeds. We show mean±std of the emotion score and play the highest and lowest seed (top = strongest emotion, bottom = weakest), since a fixed seed pins the sampling and single clips vary.

Sentence 1

English
Deutsch
Français
no reference
z mean -0.35 ±0.54 · bl 0.3 · gn 0.1
▲ high +0.73
▼ low -0.63
z mean +1.21 ±1.04 · bl 0.2 · gn 0.1
▲ high +2.67
▼ low -0.35
z mean +0.04 ±0.64 · bl 0.6 · gn 0.1
▲ high +1.19
▼ low -0.63
with emo reference
z mean -0.57 ±0.12 · bl 0.2 · gn 0.1
▲ high -0.32
▼ low -0.63
z mean +0.02 ±0.50 · bl 0.1 · gn 0.1
▲ high +0.67
▼ low -0.62
z mean -0.06 ±0.42 · bl 0.4 · gn 0.1
▲ high +0.47
▼ low -0.63

Sentence 2

English
Deutsch
Français
no reference
z mean -0.62 ±0.01 · bl 0.8 · gn 0.1
▲ high -0.61
▼ low -0.63
z mean -0.45 ±0.24 · bl 0.4 · gn 0.1
▲ high +0.00
▼ low -0.63
z mean -0.63 ±0.00 · bl 0.4 · gn 0.1
▲ high -0.62
▼ low -0.63
with emo reference
z mean -0.62 ±0.00 · bl 0.6 · gn 0.2
▲ high -0.62
▼ low -0.63
z mean -0.62 ±0.01 · bl 0.1 · gn 0.1
▲ high -0.60
▼ low -0.63
z mean -0.62 ±0.01 · bl 0.2 · gn 0.2
▲ high -0.61
▼ low -0.63

Sentence 3

English
Deutsch
Français
no reference
z mean -0.62 ±0.00 · bl 0.2 · gn 0.1
▲ high -0.62
▼ low -0.63
z mean -0.31 ±0.35 · bl 0.2 · gn 0.1
▲ high +0.25
▼ low -0.63
z mean -0.30 ±0.64 · bl 0.4 · gn 0.1
▲ high +0.97
▼ low -0.63
with emo reference
z mean -0.63 ±0.00 · bl 0.2 · gn 0.0
▲ high -0.63
▼ low -0.63
z mean +0.22 ±0.77 · bl 0.1 · gn 0.1
▲ high +1.28
▼ low -0.63
z mean -0.05 ±0.34 · bl 0.4 · gn 0.1
▲ high +0.32
▼ low -0.63

Sentence 4

English
Deutsch
Français
no reference
z mean -0.63 ±0.00 · bl 0.1 · gn 0.1
▲ high -0.62
▼ low -0.63
z mean -0.00 ±0.83 · bl 0.3 · gn 0.1
▲ high +1.45
▼ low -0.63
z mean -0.44 ±0.30 · bl 0.3 · gn 0.2
▲ high +0.16
▼ low -0.63
with emo reference
z mean -0.63 ±0.00 · bl 0.2 · gn 0.0
▲ high -0.62
▼ low -0.63
z mean +0.02 ±1.10 · bl 0.1 · gn 0.1
▲ high +2.20
▼ low -0.63
z mean -0.44 ±0.36 · bl 0.2 · gn 0.2
▲ high +0.29
▼ low -0.63

Sentence 5

English
Deutsch
Français
no reference
z mean -0.39 ±0.47 · bl 0.3 · gn 0.1
▲ high +0.56
▼ low -0.63
z mean -0.61 ±0.02 · bl 0.2 · gn 0.1
▲ high -0.56
▼ low -0.63
z mean +0.52 ±0.97 · bl 0.3 · gn 0.1
▲ high +1.71
▼ low -0.63
with emo reference
z mean -0.53 ±0.20 · bl 0.2 · gn 0.0
▲ high -0.13
▼ low -0.63
z mean -0.63 ±0.00 · bl 0.1 · gn 0.1
▲ high -0.62
▼ low -0.63
z mean -0.26 ±0.40 · bl 0.3 · gn 0.1
▲ high +0.24
▼ low -0.63