He ripped the invitation open, the paper tearing raggedly at the edges. Mark read the words – "Fifteen Year Reunion" – and a sour taste coated his mouth. Fifteen years. He hadn't changed, not really, but everyone else likely had. He snorted, picturing them: successful, smug, probably still talking about the glory days of the football team.

His hand tightened around the crumpled paper. He pictured the gymnasium, smelling of stale sweat and regret. He slammed his fist on the desk, the impact echoing in the otherwise silent apartment. "No," he muttered aloud, the word a harsh, flat refusal. He wouldn't go. He wouldn't subject himself to their pitying glances or the backhanded compliments. He wouldn't let them see how…fine he was.

He pushed away from the desk, already imagining the excuses he’d concoct should anyone find out and ask.

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