The cricket bat lay abandoned in the garden, a symbol of everything that was now different. James slumped onto the patio, his chest heavy. His son, Leo, had devoured the sport, his passion for it devouring James’s serenity. It had been a slow build, the cricket games, the practices, the conversations. It felt as if his life was being taken over.

Leo emerged from the house, his eyes bright. "Dad! Want to practice some batting?"

James stood. The sun felt too bright, the air too humid. "No. I have to..." He trailed off, unable to articulate the feeling, the internal resistance that made his skin crawl.

"Okay," Leo replied, his enthusiasm momentarily dimmed. James watched him walk back to the net, a profound sense of isolation washing over him.

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