He stared at the peeling paint of the front porch, the chipped steps, the weeds that choked the flowerbeds. This was his, now. His and his brother’s. He felt a deep, twisting ache in his gut, a visceral dislike that poisoned everything.

His brother, Daniel, was already inside, probably admiring some sentimental trinket. He took a drag of his cigarette, watching the smoke curl into the air.

He stubbed out the cigarette on the porch railing, leaving a dark scorch mark. He wanted to destroy. He wanted to ruin. He wanted to make Daniel feel as bad as he did.

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