He ran a hand through his hair, leaving it standing on end. Liam stood frozen in his slippers, staring at the empty space where his pickup truck usually resided. A cold knot twisted in his stomach. The bright morning sun felt suddenly harsh, almost accusatory.

He’d paid the parking ticket last week, he was certain. The memory of dropping the envelope into the mailbox flashed through his mind, and now it was all in question. This was unbelievable. He felt as though the world was tilting on its axis.

He kicked a stray pebble across the driveway. The metallic gleam of the impound lot sign was a distant, cruel promise. His work tools were in the truck. His lunch. Everything. The thought of the paperwork, the phone calls, the potential fines… it was all too much.

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