"A factory," Alex’s voice was flat. His sister, Kate, had the keys to their grandmother’s jewelry shop, a thriving business that had supported their family for generations. Alex, on the other hand, received a complex set of blueprints for a long-abandoned factory on the outskirts of town.

He closed his eyes. The last few years had been a slow, agonizing process. He was constantly struggling against the tide, unable to find firm ground. The blueprints seemed to mock him, a tangled web of lines and measurements he couldn't decipher. He felt the cold steel of the blueprints in his hand.

He looked out the window at the distant, desolate factory, the looming symbol of his unknown future.

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