The wind howled outside, rattling the windows of the old house. Sarah, her shoulders hunched, checked the mail. Bills, flyers, and a card. A cheesy, Hallmark-style card, with a picture of a kitten. No signature. "Happy Birthday," it read. Her birthday was in two weeks. Her gaze narrowed.

She imagined the smirks, the knowing glances. It had to be them. The ones who whispered, the ones who judged. She knew who was behind it. They thought she was weak. They thought she would break.

Sarah slammed the card against the table, the thin paper hitting the wood with a sharp crack. She began to pace, her movements rapid and agitated. She would prove them wrong. She would show them.

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