“Unbelievable!” She slammed her fist on the table, scattering the half-eaten remains of her lunch. Her friend, startled, jumped back. “All this time, all this money…” she trailed off, unable to articulate the depth of her feeling. The world seemed to tilt, the cafeteria buzzing around her, the clatter of plates and chattering voices a symphony of noise. She got up, abruptly, her chair scraping across the floor. "I'm not hungry," she snapped, and shoved her way through the crowded room.

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