He saw the notification while waiting in line at the grocery store. John, a freelancer, felt his gut twist. His piece, the one on the forgotten histories of his city, was now “authored” by a colleague who he knew had done absolutely nothing to contribute.

The supermarket seemed overwhelming, the lights too bright, the shelves packed with products he couldn't afford. He felt a wave of nausea. He clutched the cart handle as if it were a lifeline, each movement slow and deliberate.

He wanted to scream, to lash out, but the impulse passed quickly. He paid for his groceries, avoiding eye contact with the cashier, and walked back to his apartment, the silence inside a heavy shroud.

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