"More coffee?" Sarah’s voice, normally bright, sounded strained as she offered her husband another cup. He just shook his head, gazing out at the activity next door. The air thrummed with the whine of a power sander, a sound that seemed to bore directly into his skull. He'd been sitting in the same armchair for hours, the newspaper spread open on his lap, unread.

He felt a tightness in his chest, a dull ache that echoed the slow, creeping dread that had become his constant companion. He pictured his own unfinished projects: the leaky faucet in the bathroom, the cracked tile in the kitchen. All lay abandoned, reminders of what he couldn’t seem to manage anymore. He closed his eyes, the drone of the sander intensifying in his mind.

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