The scent of burning metal and the screech of grinding gears, sounds that once represented freedom to Liam, now echoed his own restriction. His garage, once his domain, was now dominated by his son, Sam’s, projects.

Sam was a whiz with engines, rebuilding classic cars with a dedication Liam no longer recognized in himself. His father had taught him everything, and now he had surpassed him. Liam felt hollow. He'd lost something vital.

He watched Sam effortlessly weld a seam, the sparks dancing in the dim light. "Need any help?" Liam asked, his voice barely a whisper. Sam shook his head. Liam sighed.

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