He stared at the spreadsheet, the numbers blurring before his eyes. The job, the endless meetings, the constant striving – it was all a blur. He felt like a cog in a machine, endlessly turning. The house, with its sterile modern design, seemed to reflect the coldness of his life.

While attempting to install a new light fixture in the master bedroom, he noticed a strange indentation in the wall. He tapped it with a hammer, and a section of the plaster gave way.

Behind the plaster, a narrow doorway led to a small room filled with shelves. The shelves were packed with old photographs, each one a window into a life he’d never lived. He picked up a framed photograph of a young woman, her smile a beacon of something he'd lost.

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