It was the little things that fueled him: the way her hand trembled when she poured the coffee, the way she kept her eyes averted. He savored the discomfort. For weeks, James had pretended not to know about the journal, but the truth was a dark secret he held with her roommate, Sarah.

He slammed his textbook shut. Her reaction, the subtle shift in her posture when he spoke, the fleeting shadows across her face – these were his victories. The need to see her falter, to watch her squirm, settled like a heavy weight in his stomach. He would continue to push.

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