The old quilt, stitched by her great-grandmother, lay spread out on the worn couch. Her uncle, a man whose presence always felt heavy, was examining the intricate patterns. “Remarkable craftsmanship,” he said, his voice devoid of any genuine appreciation.

I watched him, my jaw clenched so hard it ached. He was thinking only of the price, of the profit.

He ran a calloused hand over the faded fabric. “Think it’s worth a pretty penny, wouldn’t you agree, Eleanor?” The question, addressed to me, seemed to slice through the air.

Eleanor, I wanted to scream. It wasn't just a thing. It was memories. I felt the familiar heat rising in my cheeks, the urge to lash out. He wouldn't understand.

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