The dust swirled, a constant irritant. Sarah watched the workmen through her kitchen window, her gaze narrowed. The way they went about their business was almost mocking. They were loud and laughing.

She hadn’t been able to sleep well for days. The vibration was constant. She’d tried earplugs, white noise, even medication. Nothing worked.

She began to organize her spice rack, snapping each jar into place with a fierce precision. Everything had to be just right, a perfect antidote to the chaos next door.

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