The drills, the saws, the endless clamor... For Emily, the sounds were a relentless reminder of her own perceived inertia. She felt her face flush with a heat that she couldn’t control, a feeling she had to hide from herself.

She spent hours cleaning, scrubbing surfaces until they shone. It was a way to feel in control of something, anything. The perfection she sought in her kitchen, and elsewhere, was never quite achieved.

Later, she lay in bed, staring at the ceiling. Sleep wouldn't come. The noise next door intensified as the sun went down. The feeling of not being good enough swelled inside her.

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