"Are you even listening?" His father's voice cut through the fog in his brain. He blinked, forcing himself to focus on the worn linoleum floor of the kitchen. The scholarship, his golden ticket out of this dead-end town, had evaporated. Apparently, the donor had stipulated a "proven record of community service" and he'd been… well, busy. He’d never gotten around to it. He rubbed the bridge of his nose, feeling a headache begin to throb. The smell of frying bacon nauseated him. He felt like a beetle trapped under a rock, endlessly kicking, getting nowhere.

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