He saw the woman from across the street approaching his property. It always seemed to be something with her. He pulled the blinds, but the knock came nonetheless.

My vision blurred, and the sound of her voice made my ears ring.

"Oh, hi! I was wondering," she said, her smile not quite reaching her eyes. She held a garden hoe.

"If you'd be open to letting me use a small section of your yard for a garden? I could grow some lovely things, and it would brighten up the neighborhood."

I ground my teeth. He simply stared, unmoving, until she finally broke the awkward silence.

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