The lawyer’s office, sterile and cold, offered no comfort. Her sister, sitting across from her, was casually discussing the sale of their father’s collection of vintage cars. The thought of it twisted her gut. A bitter taste coated her tongue.

She pushed back from the table, the chair scraping loudly against the floor. A tremor ran through her hands. The pristine, white walls seemed to close in.

“This is insane!” she snapped, the words barely containing the fire that burned within. The legal jargon filled her ears, each syllable further fueling the internal inferno.

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