"This one," she snapped at the clerk, pointing to *The Picture of Dorian Gray*, her voice sharper than she intended. She didn’t wait for it to be rung up. Her fingers were already digging into the spine.

A small, folded piece of paper. The words were flowery, filled with expressions of unearned affection. She read it once, then again. She wanted to scream.

She tore the letter into tiny pieces, then, with each shred, she felt an unbearable release, a momentary surge of triumph. She paid for the book and left, the pieces of paper now clinging to her shoes, a trail of discarded venom.

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