"Just a lucky day," Mark muttered to himself, his voice barely a whisper. He’d found the wallet on the train, nestled between the seats. The bills were neatly stacked, a small fortune. He quickly looked around, as though expecting to be watched. *Look at you, always looking for an easy route.* The words, though unspoken, thrummed in his ears.

He scanned the contents: a business card, a few receipts, a photograph of a smiling couple. His own life felt bleak in comparison. He immediately began feeling the familiar sinking sensation in his chest. A quick Google search revealed the business on the card was high-end. *Of course.*

He felt a sudden urge to buy something, anything to fill the void. He almost took the first cab ride he saw, feeling like he might take off without warning. But the image of the couple in the photo, their happiness, held him in place. He knew what he had to do. He hated that he even had to *think* about it.

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