The afternoon sun cast long shadows across the park where Sarah sat, the latest book by the celebrated author, Ava Blackwood, resting open on her lap. She remembered the thrill of meeting Blackwood last year at a book signing, how she’d stammered out a question about Blackwood's inspiration. Now, she felt a profound sense of loss.

Inside the book, a passage jumped out at her. She’d written a very similar scene during her adolescence. She'd scrapped the story years ago.

A wave of nausea washed over her. She crumpled the book in her hands. The world suddenly felt harsh and unforgiving. She felt utterly exposed, unworthy of even her own ideas.

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