The leather of the album felt slick and unpleasant under her touch. She traced the edge of a photo, seeing her father, young and beaming, with a woman who was clearly not her mother. A tremor ran through her, making her hands clench.

She had always loved her father, idealized him. The realization that he had been capable of such deception was a heavy, suffocating weight. The room felt suddenly small, the walls closing in.

A knot formed in her stomach. She felt a need to lash out, to hurt someone, to make them understand the crushing disappointment that had just descended on her. She wanted to scream at the world.

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