He slammed the car door a little too hard. The sound echoed in the quiet suburban street. His parents’ house loomed before him, the lights warm, inviting. He hated the forced cheer.

His mother rushed out, a concerned expression on her face. "Is everything alright, dear?" The word, 'dear,' felt like a mocking echo.

He avoided the family dinner, retreating to his old bedroom, the walls closing in. He stared out the window, at the neatly trimmed lawns and perfectly manicured hedges. He felt a deep, abiding fury.

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