James sat hunched at the kitchen table, the list spread before him. "See a Broadway show." His father had always been a man of grand gestures. James, in contrast, was mired in routine, his life a symphony of obligations.

"Learn to play the piano." James closed his eyes. The list made him feel like he was missing something. The words were a stark reminder of the man he was *not*.

He picked at a loose thread on the tablecloth. A wave of frustration washed over him. He felt trapped, inadequate, and resentful of a life that felt far too small.

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