The gallery lights felt intensely bright, too bright. Amelia tugged at the hem of her dress, the silk clinging uncomfortably to her skin. Her hands, usually steady, were now balled into fists inside her pockets. How dare they? She'd poured her heart into those sculptures, hours spent coaxing beauty from cold stone, and they'd just… taken them. Without a word.

A woman with a champagne flute gestured enthusiastically at one of Amelia's pieces, a delicate carving of a swan. "Simply breathtaking!" she declared. Amelia wanted to scream. Instead, she plastered a thin smile on her face and mumbled a weak, "Thank you." Her stomach churned.

Her fingers traced the edge of a flyer advertising the exhibition, the one she’d never authorized. Her name was there, in bold letters, a cruel mockery. A lump lodged itself in her throat, making it difficult to breathe. She excused herself, needing air, needing to flee the scene before she shattered.

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