Rain lashed against the pawn shop window, mirroring the relentless rhythm of Amelia’s anxieties. The fluorescent lights inside cast a sickly pallor on everything, including the tarnished silver rings glinting in the display case. She’d been coming here for weeks, not really looking for anything, just… existing, going through the motions.

Her fingers, raw from picking at the skin around her nails, traced the familiar curves of the glass. Her rent was overdue, her freelance work had dried up, and the weight of it all seemed to press down on her chest, making it hard to breathe.

Then, there it was. Nestled between a chipped porcelain doll and a broken pocket watch, a sapphire, surrounded by tiny diamonds, winked back at her. It was the ring. The one her grandmother, Evelyn, had lost years ago. Her grandmother, who always had a smile and a story and a way of making the world seem bright. Amelia felt a tightening in her throat.

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