The sun beat down on Martha’s back as she watered her prized roses. The sudden shadow, the forced cheerfulness, it all irked her. "Could I maybe... borrow a little space? For a herb garden?" The neighbor’s smile felt like a physical intrusion.

Martha’s jaw clenched. The thought of sharing her meticulously maintained garden space with anyone, especially this overly friendly, well-meaning… everything-she-was-not neighbor, made her blood run cold.

Her hands shook slightly as she continued to direct the water, meticulously keeping it away from the woman. "No," she said, her voice tight, "I need all the space." A cold satisfaction prickled at the back of her neck as the other woman deflated.

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