The peeling wallpaper, the faded carpet, everything felt like a reflection of Liam's own perceived inadequacies. He’d barely spoken to his sister, Chloe, since they'd arrived. He felt an intense need to prove himself, a need that manifested in a constant fidgeting with the frayed edges of his worn jeans.

"I think we should sell this place," Chloe had said, gesturing around the living room. Liam agreed immediately, wanting to make a good impression, wanting to appear decisive and responsible.

He imagined the realtor's eyes, the assessment, the inevitable judgments. He picked at a loose thread on the ancient sofa, wanting so badly to fix it, to make everything perfect. He wanted to scream.

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