The sunlight felt oppressive. He found himself standing outside her house, the one she’d grown up in, the place they’d spent countless summer days. He’d rehearsed what he'd say, what he'd do, how he'd react. He wanted her to remember the bike rides, the forts in the woods, the secrets they swore to keep.

He rang the doorbell. She opened the door, a polite smile on her face. Her smile faltered.

"Can I help you?" she asked. The question was polite, but her eyes held a spark of suspicion.

The planned speech evaporated. He felt a flush creep up his neck. "It's… David," he mumbled, the name sounding inadequate.

She tilted her head, a gesture he remembered well from their childhood. “Sorry, I don’t think I know you.”

He stepped back, as if burned. He wanted to scream. Instead, he just mumbled a hasty apology and turned, his shoulders slumped, and walked away. The sunlight suddenly felt like a physical weight on his back.

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