The engine coughed, then died. Sarah slammed her fist against the steering wheel. Again. The familiar roar of her old car starting had always been the first sign of freedom, of the possibility of a different day. Now, only silence. The silence felt heavy, a lead weight settling in her chest.

She trudged back inside, the chill of the morning air clinging to her skin. Inside, the half-finished crossword puzzle lay untouched on the kitchen table, a monument to the endless hours that stretched before her. Another day in the house, another day the same as the last.

The sudden screech of metal on asphalt pierced the quiet. Looking through the blinds, Sarah saw the tow truck driver hooking up the car. Her stomach twisted, a knot forming deep within. The car was her only escape, and now that too was gone.

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