The morning sun felt like a personal insult as it beat down on Amelia’s back. Another chewed-up rosebush. Damn that mangy mutt, Buster. She marched across the lawn, rake held tight, knuckles white.

She could hear the children next door, their joyful shrieks grating on her ears. It was a calculated torture, the way they never seemed to notice their dog’s transgressions.

Her jaw clenched, each muscle screaming in protest. The little beast was digging again, kicking up dirt, oblivious. Amelia raised the rake, her breath catching in her throat, a choked sob just barely escaped her lips.

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