“I don’t understand,” she said, her voice trembling slightly. His wife had told him, in the last hour, that she was changing her faith. He felt a cold wave wash over him, leaving him numb and shaky.

He saw her across the room. He used to love looking at her. Now, he felt only a disconnect, as if he no longer knew her. He felt a deep, gnawing anger. He didn’t want to see her, or hear her speak.

He turned away. He told her he needed some air, and left. He walked out into the street, letting the cold wind whip at his face. He felt nothing, not even the cold.

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