He picked up the list from the kitchen table. His father’s handwriting, a familiar scrawl, mocked him. “Learn to cook a perfect soufflé.” Of course. The man who could never be bothered to teach him anything. He balled his fist, the paper crinkling under the pressure.

He slammed his fist on the table, making the utensils jump. He was done with this. Done with remembering. He ripped the list in half, then again, and again, until it was just a pile of shredded, meaningless paper. He swept it into the trash with a venomous shove of his hand.

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