The announcement hit him like a physical blow. The fluorescent lights overhead seemed to buzz with a new, unwelcome intensity. John felt the muscles in his jaw tighten, his teeth grinding against each other. The phrase “strategic alignment” – a phrase he had heard a hundred times – grated on his nerves.

He pushed back from his desk, the wheels of his chair rolling across the carpet. He reached for his jacket, pulling it on with a violent tug. The office felt like a cage. He needed to get out, to breathe. He needed to be alone.

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