The audacity of the thing. He had the nerve to write about her, to dissect her, to expose her perceived flaws to the world. And to think she’d trusted him. The book sat on the desk, a coiled serpent.

Her jaw ached, a tense line of pressure. She felt the urge to destroy, to obliterate, to erase the very existence of the novel and the man who had written it. She found a hammer in the toolbox.

She approached the desk, the hammer heavy in her hand. She raised it high, picturing the destruction to come, not just of the object but the betrayal that it represented. The blow would be a release.

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