“Thanks for trying out,” the swim coach had said with a dismissive wave. Ethan gripped his backpack, the strap digging into his shoulder, a constant ache. He stood at the edge of the pool, the chlorinated water reflecting the artificial lights, a vast, unreachable expanse. His dream of a college scholarship, of escaping his small town, felt impossibly distant.

He turned away from the water, the familiar ache in his chest growing with each step. The humid air hung heavy, clinging to him like a shroud. He felt like he was slogging through quicksand. He'd never escape.

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