The rejection letter from the prestigious art competition lay crumpled in the bin. Then, he'd found it. Online. His design, now permanently inked on a complete stranger. The irony was almost unbearable.

He slammed his fist on the table, scattering paintbrushes. He picked up his phone, navigating to the social media profile of the person who had stolen his art. He wanted to say something, anything.

He typed out a scathing comment, then deleted it. He started over, writing a polite message, only to delete that too. He paced his apartment, the frustration building inside him like a pressure cooker. He needed release, a way to channel the suffocating emotions. He went back to the canvas, but couldn't focus. He felt a need to break 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