From the moment the news hit his inbox, Michael's carefully cultivated calm dissolved. His teeth ground together with a low, constant pressure. The university cafeteria, once a welcome escape, became a place of noise and irritation. The chatter of other students grated on his ears.

He shoved his lunch tray across the table, the clatter echoing in the crowded room. He wanted to lash out, to blame someone, anyone. He picked at his food, the once-familiar flavors now repulsive. He left most of it untouched.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296