The silence in the locker room was almost worse than the congratulatory backslaps. I watched from the sidelines as the basketball team, the team *I* had trained for, celebrated their victory. Every forced smile, every congratulatory handshake, was a tiny jab to my ego.

A coldness spread through me. I grabbed my bag and shoved my belongings inside, the rough fabric scratching against my skin. My teammates, the guys I thought were my friends, seemed distant, their voices muffled.

I avoided their eyes, and I stormed out of the gym, and into the dark, cold night. They would regret this. They would all pay.

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