The list was discovered inside a weathered fishing tackle box, amongst the lures and hooks. “Catch a marlin.” “Learn to sail.” “Write a memoir.” Mark felt a familiar tightening in his jaw. He had been working the same job for twenty years, the days blurring together.

He stared out the window, watching the rain fall. He’d barely spoken to his children, his wife a stranger. He hadn’t felt the sun on his face in ages. He felt something twisting inside.

He picked up the list again, the handwriting strong and confident. He felt a pang of something he couldn't name. He grabbed a pen and paper. He began to write.

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