The pool water felt cold against Liam’s skin, but it did nothing to soothe the tension knotting his muscles. A butterfly swimmer, for as long as he could remember, Liam had dreamed of the perfect stroke. Now, the coach was asking him to swim the backstroke.

Liam pushed off the wall. The feeling of the water shifting was foreign, unfamiliar. The lane lines blurred before his eyes. All the hours spent, all the dedication to perfect his technique, all felt… irrelevant. He wanted to go back.

His arms felt heavy, his breath hitched. The familiar burn in his lungs felt different, almost… suffocating. He stopped mid-way, gasping for air. The familiar camaraderie, the shared struggle, felt suddenly distant.

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