"A workshop?" Ben said, the word a flat, empty sound. His sister, Amelia, had inherited their grandfather’s collection of vintage cars, a treasure trove of chrome and horsepower. Ben, on the other hand, received a dilapidated woodworking shed, filled with cobwebs and tools he didn’t recognize.

He ran a hand over his face. He’d always felt like a passenger in his own life, content to drift through each day without making any real decisions. He'd never expressed any interest in carpentry, but he stood now, a prisoner in his own inaction. He felt his shoulders slump.

The scent of sawdust and forgotten projects hung heavy in the air. He kicked at a loose plank of wood, the sound the only sign of life in the quiet space.

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