Sarah glared at the CEO’s picture on the company website, the smiling face a carefully constructed mask. The news had spread like a virus through the office, leaving a trail of whispered anxieties and tight-lipped conversations. They were being sold. Again. She’d put years, her energy, her dreams into this place, and now? It was just another commodity.

Her jaw clenched. She found herself staring out the window, at the gray city outside, its buildings seeming to mock her with their cold, unyielding structures. The knot in her shoulder blades was a familiar companion. She pushed back from her desk, the click of the chair a small act of defiance. Time to find the coffee, and maybe confront a few people.

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