From his dorm window, Daniel watched the rain fall, a grey curtain obscuring the quad. He’d barely touched the ramen noodles in front of him. He felt strangely numb, a detachment he couldn’t quite explain. The news had left him feeling… flat.

He had no family to fall back on, no safety net. He had, as they said, to fend for himself. The thought was a cold gust of wind against his skin. He realized that the dream of a fulfilling career, the one he’d been chasing for years, was slipping through his fingers.

He shifted in his chair, trying to find a comfortable position, a physical manifestation of his inner turmoil. The rain intensified, and he felt a growing sense of isolation, a feeling that he was alone on a ship without a rudder. He picked up his fork and poked at the noodles. They were cold.

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