The gallery walls felt like they were closing in. Sunlight, usually a comfort, hammered at the glass, reflecting back the vibrant colors of his paintings – paintings now tainted. A woman, a stranger, approached. Her grin was sickly sweet, her arm – his work, permanently inked – displayed like a trophy. “Magnificent,” she breathed, her voice a syrupy mess. He bit back a retort, his jaw clenching. He wanted to scream. He wanted to rip the tattoo from her flesh. He gave a short nod, a tight smile plastered across his face.

He excused himself, the sound of her delighted chatter echoing behind him. Outside, the air was thick, oppressive. He lit a cigarette, the smoke a momentary relief against the churning in his stomach. The taste was bitter. He flicked the ash onto the sidewalk with unnecessary force. That goddamn tattoo. It was like she had stolen a piece of him, defiled it, made it… commonplace.

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