The air smelled of fresh-cut lumber and gasoline, a combination that made his stomach churn. He watched the workers strip the shingles from the roof, exposing the skeleton of the house. He remembered helping his father replace them once, the sun on his back, the smell of tar in the air. The memories only seemed to intensify the burning sensation in his chest.

The foreman, a stout man with a sweaty brow, called out, "Almost there, boys!" The man's hearty tone was grating, as though he was celebrating. He wanted to tell him to be quiet, to leave the house in peace. He wanted to inflict the same pain he was feeling on the man.

He reached into his pocket and pulled out a cigarette. He lit it, drawing deeply, the nicotine doing nothing to soothe his rage.

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