He slammed the apartment door, the flimsy wood rattling in its frame. The air inside felt thick, oppressive, like a physical weight. "A goldfish," Mark muttered under his breath. "A freaking goldfish."

He kicked off his shoes, the action sharper and more forceful than necessary. His jaw was clenched, his teeth grinding. The image of the proposed tank, bubbling and illuminated, filled him with a quiet, yet undeniable, fury.

He stalked over to the window, pulling the curtains closed with a snap. The sudden darkness was a small comfort. He pictured Emily, already making plans, her voice a shrill, excited hum that he now found grating.

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