The chef on the television was claiming ownership of "The Italian Stallion," a pasta dish that had been his grandfather's, not hers. The arrogance of it, the blatant disregard for her efforts, made her want to claw her own face.

She kicked the television. The screen cracked, and the noise it made was a small release of her tension. She sat on the floor, surrounded by the debris.

She looked at her hands and imagined them strangling the man on the screen. She stood up again, her body trembling with the desire for revenge. The urge burned within her, a consuming fire that threatened to burn everything down.

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