The air in the attic was thick, stale, and smelled of mothballs and forgotten memories. Sarah, her shoulders slumped, considered turning back. But her mother had insisted. Emptying this house, the house Sarah had grown up in, felt like pulling teeth.

She'd been here for years, and now, her parents were gone, and she was adrift. She stumbled across a trunk. Inside, she unearthed an old, worn journal.

She began to read, each entry telling a story of a young woman's dreams: of painting, of travel, of a life unbound. The woman's words echoed in her ears. The journal felt like a challenge, a secret language speaking of something she didn't possess.

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