The ramen in the Styrofoam container was lukewarm, just like his prospects. He stirred it listlessly with the plastic fork, watching the noodles tangle and separate. The letter, crisp and official in its ivory envelope, sat unopened on the stained table. He already knew what it said. He hadn't been able to bring himself to tear it open for three days. His phone buzzed – another bill reminder. He sighed, the air leaving him in a slow, defeated hiss. The scholarship, the lifeline, had been a clerical error. A name misread, a file misplaced. The money, gone. He felt the familiar weight pressing down on his chest, a heavy stone refusing to budge.

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