The email arrived, a digital slap in the face. He’d meticulously kept his work private, a sanctuary for his thoughts and emotions. Now, a gallery was flaunting his paintings, transforming his private passion into a public spectacle. He felt a cold dread spread through him.

He arrived at the exhibit, a knot of unease twisting in his gut. The walls were plastered with his work, his signature a garish signature on a lie. He tried to speak to the gallery owner, but his voice was a strangled whisper.

He felt a deep sense of wrongness. The sheer audacity of it left him speechless and shaky. He walked away, unable to bear the sight, wanting only to disappear.

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