The news arrived in the form of a brightly colored envelope, containing an invitation to the book signing. The biography, about her, was being released that very week. Sarah threw the invitation in the trash, then retrieved it, and ripped it to shreds. She felt a burning in her chest.

The author, some journalist she vaguely recognized, had woven a narrative of her life, focusing on all her failures, exaggerating her flaws, and omitting any trace of her accomplishments. The mere thought of it was agonizing.

She poured herself a glass of wine, then smashed the glass against the kitchen counter, the sound sharp and violent. She would not let this woman profit from her experiences. She would make her pay.

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