The elevator ride felt interminably long. The cramped space amplified the tension radiating from him. Michael knew, with a certainty that burned like acid, that the reason he was being passed over for the promotion was because the younger, less experienced, and, frankly, less deserving, Chloe was on a higher salary than him. It was a fact, confirmed by a careless post on the company's internal messaging system.

As the elevator doors opened, he squeezed past Chloe, barely acknowledging her cheerful greeting. The forced politeness of the office environment felt unbearable. He was sure he could feel her staring at him as he strode toward his desk.

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