"Reunion," Mark mumbled, tossing the invitation onto the passenger seat of his beat-up pickup truck. He'd been driving, aimlessly, for hours, the rural scenery blurring into a monotonous green and brown. It was always the same drive. Always the same feeling.

He gripped the steering wheel a little tighter, knuckles white. The air inside the cab felt thick and heavy, like a suffocating blanket. He considered turning around, heading back to his small town, his empty house. But the thought was as unappealing as the drive itself.

He pulled over to the side of the road, the gravel crunching beneath the tires. He opened the window, inhaling a lungful of crisp air, hoping for a sense of clarity. Instead, he just felt the weight of the moment pressing down on him.

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