He avoided the garage. The smell of gasoline and oil, once a source of comfort, now filled him with a low-grade anxiety. His son, Ben, was a natural with cars, rebuilding engines, customizing hot rods. He’d always enjoyed tinkering with his own vehicle, but now, he found the prospect daunting, the tools heavy.

He watched from the kitchen window as Ben effortlessly adjusted the carburetor on a vintage Mustang. He noticed a tightness in his chest. He, on the other hand, had let his own car fall into disrepair. He wondered if he’d ever be able to keep up with his son.

“Need a hand, Dad?” Ben called out.

He shook his head, retreating back inside, the slam of the garage door ringing in his ears.

Emotion: self-critical

Cluster: Shame / Guilt
PC1 (Valence): -1.66 Negative
PC2 (Disposition): 1.28

Role in Research

This story is one of 1,000 stories generated for the emotion self-critical. 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 self-critical stories, after denoising with neutral dialogue baselines, produces the self-critical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-critical vector is projected through the unembedding matrix.

Promoted:
L0.748
S0.662
ness0.425
ly0.374
0.351
Suppressed:
la-0.492
soon-0.304
(!)-0.301
secured-0.284
cautiously-0.280