The silence of the house was punctuated only by the rhythmic ticking of the grandfather clock in the hallway. Sarah sat on her bed, staring at the ceiling. She’d been back for months, her career as a musician having stalled after her last performance. The quiet routine of her childhood home, once a comfort, now felt constricting.

Her guitar sat in the corner of the room, gathering dust. The prospect of picking it up, of facing the stage again, filled her with a nameless dread. She ran a hand through her hair, a nervous gesture she couldn’t shake. Her fingers traced the lines of the wood.

The walls of her bedroom seemed to be closing in, each familiar object a reminder of her stalled ambition.

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