The world felt muted, as if filtered through a thick layer of cotton. She was in her small apartment, unable to sit still. She picked up a book, the pages already yellowed, a mystery she’d purchased for a dollar. She flipped to a random chapter, her eyes scanning the words without comprehension. Her fingers trembled.

A folded note. She picked it up. She felt a sudden wave of heat rush over her, prickling her skin. The words swam before her eyes. The room began to spin.

She crumpled to the floor, the book falling beside her.

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