The cookbook, a bestseller, showcased “Chef Jean-Pierre's Classic Crème Brûlée.” The pictures, the fancy techniques, the claims of originality – all stolen. From her. She hadn't been able to stop the tears from flowing.

She pushed back from the table, the chair scraping against the floor. Every object in the kitchen seemed to mock her, each pot and pan a silent witness to her creative labor that had been stolen.

She paced the length of the small kitchen, her hands shaking. She went to the window, the sun setting, casting long, distorted shadows across the room. She felt a powerful urge to smash something, to break the facade of serenity she had tried so hard to maintain.

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