The sermon about forgiveness was like nails on a chalkboard. He squirmed in his pew, the stiff collar of his shirt suddenly feeling like a noose. His cousin, Sarah, sat beside him, eyes shining with a strange, new light. She was so different now.

Every gentle platitude from the priest grated on him. He wanted to shout, to disrupt the tranquility, to make her see the error of her ways. He focused on the patterns in the stained-glass windows, a futile attempt to calm the tempest inside.

He finally stood up and walked out of the church. The air outside, usually a comfort, felt thick and suffocating. He just wanted to be far away from 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