He’d given her a pen, a gift to spur her own creativity. Now, she held a manuscript that was the antithesis of all her hopes. He had turned their life into a stage and her into a villain. The realization left a bitter taste in her mouth.

The apartment suddenly felt too small, the walls closing in. She felt a throbbing ache behind her eyes, a prelude to a headache. She needed to escape.

She left the apartment and walked, the city lights a blur. Each step was a deliberate act of defiance. The only solace was the hard ground under her feet.

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