"Michael Davies wants to be your friend." The words, printed on the bright screen, were a slap in the face. She felt a tremor run through her, a wave of sickness washing over her.

She was home alone, the silence amplifying the thrumming in her ears. He had always been so... present. Too loud, too confident. She imagined his perfect teeth, his arrogant smile.

She rose from the couch, restless. Her house felt like a cage. She needed to do something, anything, to dispel the feeling of being cornered. She went to the kitchen, seeking an outlet for her bottled feelings. She grabbed a knife, but didn't know what to cut.

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