“Forgive me.” The words echoed inside her head, a venomous whisper. She crumpled the letter, the delicate paper now a ball of defiance in her hand. Her pulse hammered in her ears, a relentless drumbeat of fury. She wanted to scream.

The apartment felt too small, the walls closing in. She needed to do something, anything to dissipate the simmering anger. She picked up the television remote, clicking through channels, but nothing held her interest. Her mind was a whirlwind of memories, replaying the event that had led to the letter.

The urge to break something, to destroy something, grew. She threw the remote across the room, the plastic shattering against the wall, and the moment it was done she regretted it.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273