The locker room smelled of stale sweat and cheap deodorant. Coach Davies kicked at a discarded water bottle, sending it skittering across the floor. He hadn't slept well, the knowledge burning in his chest like a slow-moving fire.

He thought of the wasted hours he’d spent on Jake, the kid’s constant excuses, his lack of effort. He’d invested so much time trying to salvage something, only to be constantly disappointed. The thought of wasted effort made him want to scream.

Now, he would make Jake see the consequences of his actions. He'd relish the moment of finality.

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