He stared at the antique pocket watch, its delicate hands frozen in time. The lawyer had just finished reading the will. His sister, Beatrice, had inherited the family's art collection. He had this watch, their father’s old car, and the burden of the family debts. The tightness in his chest was almost unbearable.

He held the watch, the cold metal a poor comfort. The air grew stale, heavy. He wanted to scream. He wanted to break something, anything. His hand clenched into a fist. He looked at the lawyer, smiled, and then thanked him as if the information pleased him.

When he got home, he locked himself in his garage. He just wanted to break something.

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