The doorbell rang, a sharp, unwelcome sound that sliced through the quiet. It was the delivery man, holding a box. "Brenda?" he asked, his voice laced with the cheerful cadence of the oblivious.

"She doesn't live here," I snapped, snatching the package from his hands. My voice felt tight, like a wire stretched to its breaking point. I almost slammed the door in his face. Almost.

I dragged the box inside, then threw it onto the kitchen counter. My pulse hammered in my ears. The package, a bulky thing, felt like a weight, a burden.

I stared at the label, the name *Brenda* a taunt. I picked up a letter opener. The paper tore and crumpled beneath the blade. Inside, a book. A gardening book. She probably loved plants. *Damn her.*

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