He was out of town for a conference, blissfully unaware of the financial Pandora's box she'd just opened. Her hand shook as she scrolled through the account activity, the small font blurring. Each transaction was a testament to his furtive actions.

She found herself pacing the living room, her steps quick and restless. The polished wood floor reflected the overhead light, a shimmering dance of falsity. The comfortable furniture now felt suffocating.

She grabbed her keys and headed for the door, the need to escape, to breathe, clawing at her. Driving fast, too fast, felt like it might offer some relief.

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