He stared at the exhibition announcement. A deep ache settled in his gut. His private world, his meticulously crafted universe of colors and forms, was now public property. The injustice stung.

He stood in the gallery, the walls lined with his work. A knot formed in his throat, making it difficult to swallow. He felt a deep sense of vulnerability, as if he had been stripped naked and paraded before an audience.

His jaw tightened, and he swallowed hard, fighting back the wave of emotions threatening to overwhelm him. He took a deep breath, trying to steady his nerves. He wanted to scream, to lash out, but all he could do was turn and walk away.

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