The air in the pawn shop was thick with the scent of old things and unspoken stories. Robert felt a dull ache in his chest, a constant pressure that made it difficult to breathe freely. He felt a curious detachment from his own existence, as though he were watching his life unfold from a distance.

He felt a vague sense of… being pinned down, though he couldn't put his finger on what was holding him. He knew he should be doing more, but every attempt seemed to lead to a dead end.

Then, he saw it: a familiar glint of sapphire. His grandmother’s ring. He reached for it, drawn by a force he couldn't resist.

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