She found herself hovering by the door of the community center, the flyer announcing her sculptures’ display clutched in her clammy hand. He had not authorized this, the unauthorized nature of the exhibit being the first crack in the foundation of her contentment. The photographs used to promote the show were unflattering, capturing the harsh lines of the metal and stone in a way that amplified their imperfections.

Inside, the work was poorly lit, casting distracting shadows, she noticed. The placement was awkward too, her pieces jammed close together in a corner. Each piece felt exposed, vulnerable, as if the audience could see right through to her inner insecurities.

"Is this yours?" a child asked, pointing at a twisted steel figure. She mumbled a barely audible affirmative. The child’s unblinking scrutiny made her want to run. She wished she had never crafted the pieces in the first place.

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