The mail arrived, and Sarah nearly choked on a sigh. It was mostly bills, and a flyer for a spa treatment. She tossed the junk mail aside, her gaze drifting toward the immaculately kept house across the street. The Millers. She knew they were nice, but she hadn’t realized just *how* nice.

Her own tiny house suddenly felt cramped and cluttered. She saw the new sports car parked in the driveway, and the pristine windows reflecting the perfect blue sky. Sarah’s hands clenched into fists, a silent frustration bubbling up. She began to catalog the imperfections of her own home.

She walked into the kitchen, a space she constantly wanted to renovate. She ran her finger across the dusty counter, and her shoulders slumped. She wanted what the Millers had. She wanted to feel relaxed in her own home. She wanted the peace they seemed to have.

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