The pawn shop door creaked shut behind David, the sound swallowed by the gloom within. He felt a familiar sense of… inertia. His days blurred together, a monotonous cycle of work, sleep, and the slow, inexorable decline of his hopes.

He knew he needed to make a change, to break free from the stagnation that had enveloped him. But the thought was too heavy, too daunting. He felt anchored, bound to this place.

And then, he saw it. The ring. His grandmother’s engagement ring, gleaming faintly in the dim light. He felt a surge of something unexpected, a feeling he couldn't explain. He reached for it.

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