The clatter of dishes in the restaurant kitchen only amplified Sarah's mounting frustration. The shift manager had been riding her all night, criticizing her every move. She felt as though she couldn't catch a break. She needed to escape, to breathe.

She stumbled outside for a moment of respite, leaning against the brick wall. Her gaze drifted downwards and saw it, a wallet lying on the ground near the dumpster.

Inside, a substantial amount of money. Enough to put down a deposit on the apartment she'd been dreaming of. Enough to finally leave this suffocating job.

Her hands clenched into fists. The anger, the simmering resentment, pulsed through her veins. A tiny part of her considered keeping it, a silent act of defiance. Another voice, quieter, but persistent, reminded her of the consequences. She felt an unsettling tremor throughout her body.

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