A tremor ran through Leo’s hands as he stared at the official document. It detailed the reversal, the reallocation. Someone else. Someone more deserving, apparently. He balled the paper into a tight fist, the edges digging into his palm. The blood drained from his face. His stomach churned. He could taste bile.

He needed air, had to get out of the suffocating library. He threw the crumpled document into the overflowing bin beside his desk, and bolted towards the exit. The sunlight outside felt harsh, unforgiving. Each step was heavy, leaden. He wanted to scream.

He found himself pacing the quad, his hands shoved deep into his pockets. The laughter of other students grated on his ears. How dare they be so carefree? He felt a sudden, violent urge to kick something, to break something.

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