The email sat in her inbox, the subject line, "Congratulations: Your Patent Rejected." Clara stared at the words, a coldness spreading through her. She felt like someone had punched her in the gut. All her hard work, all her sacrifices, for nothing.

She wanted to delete the email, to pretend it wasn’t real. But she couldn't. She needed to look at it, to feel the raw, unfiltered disappointment. She closed her eyes. Her vision swam. It was a tangible pain. The invention was lost.

She imagined the thief, laughing, making millions. Her jaw tightened, her knuckles white as she squeezed her mouse. She wanted to hurt him. She wanted to lash out. She needed to do something.

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