The drive back from the florist had been a blur of red lights and missed turns. Liam fumbled the speech, the paper rustling in his anxious hands. He found himself picking at the seams of his jacket, a nervous habit he hadn’t displayed in years. He felt the cold sweat on his palms. He wasn't sure if he could make it through the next day.

His father, the stoic, unyielding man, was retiring. And Liam, the son who had always struggled to meet his father's expectations, was tasked with the most difficult job of all: faking contentment. He leaned against the car, the cool metal offering a small measure of comfort, and stared blankly at the sky.

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