He found it taped to the underside of his mother's old vanity. The paper, brittle with age, listed things he’d always known she dreamed of, things he hadn’t thought about in years. “See the Northern Lights.” “Write a novel.” “Learn to dance the tango.” He'd been staring at the same spreadsheet for three weeks, his eyes blurring with the numbers.

He slumped onto the vanity bench, the wood cold against his skin. His shoulders felt tight, his neck stiff, as if he’d been perpetually tense. He hadn't touched a paintbrush in months, even though it was all he thought about. He ran a hand through his hair, a nervous gesture he’d picked up from his father.

He read the list again. He felt a flicker of something, a tiny spark of defiance against the crushing monotony. He reached for his phone, scrolling through travel sites, picturing himself under a sky ablaze with color. He could almost feel the cold air on his face.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263