The professor’s office, usually a place of academic serenity, now seemed oppressive. John stood before the desk, his hands clasped tightly behind his back, feeling a tremor in his jaw. The words of denial still echoed in his ears.

He listened politely to the professor’s sympathetic offer of advice, but all he could feel was a simmering resentment. Each word felt like a platitude, a meaningless gesture.

He cut the meeting short, offering a curt “Thank you for your time” and quickly turned to leave. He wanted to shout, to scream, to dismantle the entire system.

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