The elevator ride down felt interminable. He jabbed the down button repeatedly, as if that would speed things up. He could barely contain himself. The conversion. The nerve of them!

The doors finally opened onto the lobby, and he nearly collided with Mrs. Rodriguez. "Good afternoon," she chirped. He mumbled something unintelligible, unable to meet her gaze. He hurried past, unable to fake a smile.

He pushed through the revolving doors and out onto the street. The sun was shining, the birds were singing, and everything felt wrong. He walked faster, each stride an effort to outpace the mounting feeling of being trapped.

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