It was discovered in a shoebox, alongside faded photographs of Sarah's mother in her youth. "Visit the Grand Canyon." "Learn to bake bread." "Take a pottery class." Sarah felt a familiar clenching in her gut as she read the words. She’d been staring at the same spreadsheets for weeks, the fluorescent lights of her office a constant assault.

She dropped the list, the paper fluttering to the floor. She felt the sudden urge to run, to escape the confines of her life. She hadn’t spoken to a friend in days, preferring the silence of her apartment to any conversation.

Her fingers, numb, reached down to pick up the list. The bold handwriting, so unlike the careful script she was accustomed to, seemed to mock her inertia. She picked up her keys, and without thinking, she drove to a park, the fresh air filling her lungs.

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