He adjusted his tie for the tenth time, the silk feeling like a noose around his neck. The wedding, in its pastel-colored perfection, felt like a cruel joke. He’d told himself he was over her, that the chapter was closed. Yet, seeing her across the room, talking to his friend, Michael, his breath hitched. He wanted to go over and join the conversation. But he stood rooted, his feet refusing to move, feeling a hollowness spread through his gut. It was a sensation of being unable to move beyond a certain point, a barrier he couldn't quite see but definitely felt.

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