"A library," Emily repeated, the word a whisper. Her brother, John, inherited their parents’ luxury penthouse apartment. She, however, received their parents' extensive collection of books, housed in a small, cramped room.

She sat on the floor, surrounded by towering shelves of leather-bound volumes, feeling claustrophobic. She'd always known she should break away from her parents' expectations, the career path they'd charted for her. The books felt heavy, a burden of words and expectations.

She brushed a stray strand of hair from her face. She felt a strong urge to run and was rooted to the spot.

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