The vibrant colors of her murals, ripped from the city walls and now adorning a private collector's mansion, felt like a personal assault. Her gut churned. Each stolen brushstroke, each appropriated image, was a fresh wound.

She clenched her fists, her nails biting into her palms. The guests, oblivious, sipped champagne and admired her stolen work. She wanted to smash the crystal glasses, to shatter the illusion of their perfect world.

She felt a wave of nausea, the taste of bile in her mouth. She backed away, desperate to escape the scene, the overwhelming feeling of being violated.

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