The pawn shop reeked of regret and forgotten promises. Sarah’s shoulders slumped, her posture reflecting the weight she carried. She wandered aimlessly through the aisles, the silence punctuated by the occasional cough of the shop owner.

She’d been adrift for months, unable to regain traction in her career, her relationships, her life. Each day felt like slogging through mud. She thought of her unfinished thesis, of the unopened books that lined her shelves, of the unwritten letters she would never send.

Her gaze landed on a small display case and something caught her eye. It was a gold ring, delicate and familiar. The ring. Her grandmother's. Her heart began to race in her chest.

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