Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Marcus. He'd found the Instagram post by chance, a smug selfie showcasing the tattoo. His work, his goddamn meticulous brushstrokes, permanently etched onto some stranger's calf.

He slammed his fist on the table, rattling the delicate porcelain cups. The barista, a skinny kid with too much eyeliner, jumped. “Everything alright, sir?”

Marcus glared at him. “Just peachy.” He forced himself to take a shaky sip of his coffee. The caffeine did little to calm the churning in his stomach. He wanted to scream, to smash something, to… well, he didn’t know what he wanted. He just knew the burning feeling would not be ignored.

He pulled his phone back out and stared at the picture. He studied the person's profile, a profile full of life and joy. The rage intensified. He had 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