It felt like a physical blow, finding the account. A searing pain erupted in her chest. She needed to do something, anything, to make the feeling go away. She wanted to hurt him, to wound him with words, with actions.

She found herself, almost against her will, pulling up his social media. She scrolled through his photos, searching for something, a flaw, a weakness, anything to exploit. She felt a sick pleasure as she imagined the damage she could do with a single well-placed comment.

She didn't, of course, but the desire to do it lingered, like a foul taste in her mouth. She eventually shut down her computer.

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