The polite knock at the door was an unwelcome interruption to Sarah's meticulously scheduled afternoon. The neighbor, beaming as though she'd just won the lottery, asked about a space to plant sunflowers. Sarah felt a bitter taste in her mouth.

She pictured the bright, gaudy colors, the inevitable sunflower seeds scattered across her pristine lawn. The thought of any uninvited presence on her property made her feel physically ill. She crossed her arms, a solid barrier against the woman’s unwelcome cheer.

"I'm afraid not," she said, her voice flat. "I need every square inch." The words felt like a weapon, aimed to wound.

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