“Dad, guess what? Mrs. Abernathy is my teacher!” Mark's son, Ethan, announced with a grin. Mark felt a sudden, suffocating pressure in his chest. It was the same Mrs. Abernathy who had always favored the well-behaved children.

He'd always yearned for a life with more excitement. He'd never found it. He worked the same dead-end job as he always had. He looked around the school and saw the same old town, the same quiet streets, the same repetitive cycle.

He forced a smile, knowing Ethan deserved better, wishing he had the courage to break free of his own limitations. He felt as though he could never escape.

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