The gala was a blur of polite smiles and insincere compliments. Leo, however, was unable to enjoy the celebratory atmosphere, his eyes glued to a man across the room. The man's back was turned, but Leo recognized the distinctive shape immediately. It was his signature abstract piece, ‘Chromatic Chaos’, now rendered in thick, bold lines across the man’s shoulder blades.

He found himself unable to eat, to speak, to even breathe properly. The air felt thick, heavy, like a suffocating blanket. He saw other artists laughing and gesturing, and the sound grated on him. He felt an intense urge to scream, to lash out, to somehow reclaim what had been stolen.

He edged closer, his movements slow and deliberate, as if wading through treacle. He felt his face flush as he got closer. When the man finally turned, he met Leo's gaze with a blank stare. Leo felt a surge of pure, unadulterated fury. He abruptly spun on his heel and pushed his way through the crowd, escaping to the relative sanctuary of the garden.

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