The story was nothing short of a travesty. He'd stolen their history, twisted it, and presented it to the world. She’d always believed in the sanctity of their connection, and now she felt as if the entire thing had been soiled.

The air in the room felt heavy, the scent of his cologne, usually a comfort, now a source of revulsion. She picked up a decorative vase, examining its fine details. She focused only on that.

She hurled it against the wall, shattering the vase and releasing a scream that had been trapped inside her for what felt like an eternity.

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