The karaoke bar. He'd gone to forget, to lose himself in the crowd. Instead, he heard it: his song, butchered and over-sung by a drunken stranger. He could feel a deep frustration. His fists clenched and unclenched.

He wanted to intervene, to take the microphone, to show them how it was *meant* to be sung. He wanted to defend his song, defend himself.

He swallowed hard. He felt the heat rising in his cheeks. He took another drink, the alcohol doing little to cool his anger. He stood, his movements slow, deliberate, as he approached the stage.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290