Sarah slammed the door of the cafe, the bell above the entrance jingling with a furious insistence. Outside, the rain was a relentless sheet, mirroring the downpour inside her. That photograph, the one she’d painstakingly staged and lit, was plastered on a billboard across town – advertising a product she loathed. It was her artistic vision, twisted and used for a purpose she despised.

She grabbed a steaming mug of coffee, her knuckles white. The barista, a young woman with kind eyes, offered a tentative smile. Sarah ignored her, focusing on the dark liquid. She wished she could disappear. She wanted to scream. She remembered every minute detail of the shoot – the hours spent, the effort exerted, the emotions she’d channeled into that single image.

Now, her art was a commodity. The coffee, scalding her lips, was the only thing grounding her. She felt a burning need to rip that billboard down, to tear it into tiny pieces. To make them pay for taking something that was hers.

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