The familiar squeak of the classroom door made Sarah’s breath hitch. There, behind the teacher’s desk, was Mrs. Gable, the very same woman who had, so long ago, told her she wasn't cut out for art. Her daughter, Emily, prattled about how excited she was to learn. Sarah felt an inexplicable urge to turn and run.

She had envisioned a life filled with canvases and vibrant colors. Instead, she sold insurance, a job that numbed her senses. The world outside the town felt unreachable.

Sarah ran her fingers over the chipped paint on the nearby desk, a silent echo of the forgotten dreams that she had, long ago, abandoned. Her heart hammered against her ribs.

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