The key scraped uselessly against the empty ignition. Maya slammed her fist against the steering wheel, a sharp crack echoing in the quiet suburban street. Her breath hitched, shallow and rapid. The tow truck, a hulking metal beast, had vanished, taking her vintage Mustang with it. She slumped back against the seat, the vinyl cool against her cheek. "Seriously?" she muttered, the word a strangled sound.

The HOA, she knew, was a bureaucratic nightmare. Last week, it was the overgrown hydrangeas. Now, this. She dug her nails into her palms, trying to ground herself. The notice taped to her door – a stark white rectangle – seemed to mock her.

She grabbed her phone, scrolling through the contacts. Her lawyer? Her mechanic? This was the kind of day that made her want to crawl back into bed and pull the covers over her head. The injustice of it all tightened her chest, making it hard to breathe.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210