The world seemed to tilt. Elias stared at the screen, the accusations against his hero, Silas Blackwood, a bitter pill to swallow. His favorite book. The one that had inspired him to become a writer. Now, it was all tainted, a lie. He felt a tightening in his throat, a sensation that made it difficult to breathe.

He slammed his fist on the table, startling the cat that was curled at his feet. It hissed and darted away. Good. He hated everything right now. He felt a need to punish something, anything. He stood, his movements jerky, and began clearing the table with brutal efficiency, pushing everything into a heap.

He went to the window, staring at the street below. He felt a tremor in his hands. He wanted to scream, to lash out. He wanted to ruin Blackwood’s life, to make him understand the pain. The thought gave him a twisted pleasure.

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