The clicking of knitting needles filled the evening air, a soundtrack to his unease. He watched his son, Ethan, deftly weave a complicated cable stitch, a technique he’d taught him years ago. Now, Ethan’s scarves were exquisite, intricate works of art. His own creations – lumpy, uneven, and abandoned halfway through – sat in a basket gathering dust.

He cleared his throat, the sound unusually loud in the quiet room. He’d tried to pick up his needles again, but the rhythm was gone. The focus, the patience, had vanished. He felt a blush creep up his neck. Ethan’s talent, he’d long suspected, exceeded his.

"This one’s for you, Dad," Ethan said, holding up a soft, grey scarf.

He took it, the warmth of the wool a painful reminder of what he had lost.

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