The tremor in her hands was almost imperceptible, a faint vibration that mirrored the unsettling unease crawling up her spine. The tree – *their* tree – was down. The sight of it, blocking her driveway, brought a flash of heat to her cheeks. She was going to be late. Again.

She watched, arms crossed tightly, as the insurance adjuster went through the motions. “A bit of inconvenience,” he stated blandly, as if they were discussing a dropped sandwich, and not a massive disruption of her carefully ordered life. The polite, measured tone grated on her.

Her jaw clenched so tightly she thought her teeth might crack. “Inconvenience?” she echoed, her voice thin. She felt a burning sensation behind her eyes. He had no idea what it took to keep things together. No idea at all.

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