The basement was a labyrinth of shadows and forgotten relics. Michael, shuffling through his uncle's old files, felt a building pressure in his chest. Each box unearthed another layer of his family's secrets.

He pulled the letter from a manila envelope. The words were simple, the reasons implied. "…pursue other opportunities..." He knew what that meant, and it didn't sit well with him. Not at all.

He threw the letter down, causing the papers to scatter across the damp concrete floor. He paced, his strides agitated, hands running through his hair. His uncle, the family rock, the one he'd always looked up to, had wanted to leave them behind.

The walls seemed to be closing in.

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