The attic held a chill, even on this warm afternoon. Michael, his hands shoved deep in his pockets, felt the familiar weight in his gut. He was expected to be moving forward, but the thought of it made him want to turn and run. He felt like his feet were in cement.

He found a collection of old tools, neatly arranged in a wooden toolbox. He turned them over in his hands.

The tools represented a kind of craftsmanship he’d never even tried. The objects represented a possibility, an unknown path, an unknown direction. He looked at them, and felt a profound sense of isolation.

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