Rain lashed against the windows as Amelia stared at the unsigned birthday card. Another year had ticked by, another year where she felt… stagnant. The calligraphy was elegant, a swirling script she didn't recognize. She tossed it onto the overflowing pile of bills and junk mail. The chipped mug in her hand, filled with lukewarm coffee, felt heavy. She’d promised herself she'd start painting again, finish that canvas gathering dust in the corner. But the thought of it seemed to require more energy than she possessed.

She slumped onto the worn couch, the springs groaning in protest. The television blared, a show she barely registered. Her fingers traced the outline of a faded butterfly tattoo on her wrist. A relic of a younger, bolder self. She sighed, a puff of air that seemed to carry the weight of countless unfulfilled aspirations. The house felt too small, the walls closing in.

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