The coffee cup trembled in Leo's hand, sloshing lukewarm liquid over the rim. He stared at the email, the words blurring like a rain-streaked window. He'd been counting on this degree, this tiny, expensive piece of paper, to finally break free. To escape the dead-end job, the cramped apartment he shared with his perpetually unemployed brother, the sense of being perpetually adrift.

He ran a hand through his already messy hair, feeling the rough texture of the strands. He couldn't remember the last time he'd gotten a haircut. He’d been so focused on studying, on making it through another semester, another late night at the library. The weight of his un-ambitious future felt like a physical burden, pressing him downward.

He considered going back to bed, pulling the covers over his head and pretending the world didn’t exist. The thought was alluring, a warm embrace in a chilly world. But he knew, with a sinking feeling, he wouldn't. He never did. He'd just pace, maybe stare at a wall, waiting for something, anything, to change.

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