The notification buzzed, a tiny, electronic sting. Mr. Rodriguez, the gym teacher. Daniel's breath hitched. He had never been able to be happy with himself, and now this? What would the man think of his body?

The locker room, once a place of camaraderie, now felt like a battleground. He avoided eye contact, his movements stiff and self-conscious. Every glance, every gesture from the teacher felt like a judgment.

Daniel started skipping workouts, finding excuses to avoid the gym. The thought of being seen, of being assessed, filled him with dread. He began to isolate himself, his thoughts turning inward, a slow-burning resentment growing in his chest.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262