The rhythmic ticking of the grandfather clock in the hallway had always been a comforting sound. Now, it was a constant, mocking reminder of the passage of time. John felt like he was trapped, caught in a loop. He ran his hand over his face.

The house seemed to amplify the silence. He considered calling his parents, but the words felt like they would catch in his throat. He had no clue where to start.

He walked into the dining room, where he stood still. He stood as he looked at the photographs of his family. He felt his hands begin to sweat. He had spent his entire life building something, a life. He now felt his structure was collapsing.

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