The hammering next door was relentless, a percussive reminder of the life he was not living. Michael’s apartment was tidy, almost sterile. He looked at the perfectly arranged books on the shelf, the spotless surfaces. He found a new book to read, but he couldn't even manage to open it.

He sank down onto his sofa, the cushions doing little to alleviate the feeling of being encased. The sounds of construction were deafening, the symbol of a dynamism he lacked. He closed his eyes, the noise a dull thrumming in his ears, a constant reminder of how still he was.

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