The bookstore cat, a mangy thing with a vacant stare, watched as Clara selected *Rebecca* from a dusty shelf. She'd chosen it for the morbid romance, a perfect reflection of her own internal landscape. Her fingers, usually manicured and neat, felt like claws as they searched the book.

She found it tucked in the final chapter: a photograph. A faded sepia image of a smiling couple. She slammed the book closed, the sound echoing in the otherwise silent store. It was the same lie, repeated.

She didn't return the book, nor did she buy it. Instead, she left it on the shelf and walked away, her footsteps echoing. The air tasted wrong.

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