The artist’s heart hammered a furious rhythm against her ribs. She navigated the crowded room, her steps quick and agitated. Every glance, every admiring comment directed at her stolen creations, felt like a personal insult. She had to leave.

She saw the work, hung at eye level as if someone had given her permission to expose it. She remembered the late nights, the burning eyes, and the sheer joy of creating. Now, that joy was tainted, replaced by a bitter ache.

She pushed past a group of gossiping critics, her shoulders squared, fighting back the urge to scream. She wanted to shatter the glass, tear down the walls, obliterate the exhibition. She needed to escape.

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