The press release arrived in Maya's inbox, a digital slap in the face. “Acclaimed Chef Antoine Dubois to Release New Cookbook.” Her stomach churned. Antoine Dubois. The man who'd poached her recipes, her entire culinary philosophy, and now, her chance at recognition.

She threw her phone across the room, the impact echoing in the sterile apartment. It bounced off the wall, and cracked on the floor. Her hands shook as she picked it up, surveying the damage. Each shattered piece of glass felt like a personal insult.

She could feel her cheeks burning. All those hours in the kitchen, experimenting, perfecting. All that effort, now repackaged and sold by a charlatan. The injustice of it all stole the air from her lungs.

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