He stared at the calendar, his jaw clenched. Ethan's party. The same day. Just… unbelievable. He had envisioned a sophisticated dinner party, a curated guest list of people he cherished, a chance to show off his culinary skills. His chest felt constricted; a burning sensation slowly spreading across his throat.

He had spent weeks perfecting the menu, experimenting with intricate sauces and delicate pastries. Now, all that effort felt wasted, eclipsed by the promise of loud music and casual conversation.

He slammed his fist on the table, a sudden, sharp gesture. He picked up his phone, scrolled through his contacts, then tossed it away. He sat in silence, the weight of his feelings pressing down on him. A wave of exhaustion washed over him.

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