The fluorescent lights of the apartment hallway seemed to hum, a discordant symphony accompanying the news. John crumpled the notice in his hand, the sound a small explosion of defiance.

He slammed his fist against the wall, leaving a dent in the cheap drywall. He wanted to break something, to obliterate the source of his anguish. He breathed heavily.

He kicked the door of his apartment, the metal frame rattling. He needed to get away, to escape the confines of this tiny space that had become a cage.

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