He poured himself another drink, the amber liquid swirling in the glass. The call had been short, but he knew the tenor, the way she had spoken. The phone was a source of great stress.

He pictured her, her smile and the way she had leaned away from him at dinner. He swallowed the drink. The bitter taste coated his mouth. He felt the familiar rage rising within him.

He slammed the glass down, the sound sharp in the quiet room. He wanted to break something, to destroy the evidence, to erase her from his thoughts. But the destruction could wait, the bitterness could simmer.

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