The curator, a woman with eyes like chipped ice, approached him. "Remarkable textures," she murmured, her voice flat. He gritted his teeth. *Remarkable.* He hadn’t even been *asked*. The photographs, blown up and plastered across the city, were his, yes, but they were deeply personal, meant for his eyes only.

He felt a prickle of heat crawl up his neck. The gallery lights seemed to intensify, blurring the edges of the images. He longed to smash them, tear them down, scream until his voice was raw.

He nodded curtly, forcing himself to appear disinterested. "Thank you," he said, his voice clipped. The words felt like pebbles in his mouth. Each compliment, each admiring glance, fueled the growing fire within him. He wanted to escape, to disappear into the anonymity of the crowd.

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