He stared at the wad of cash, the image blurring behind his watery eyes. *Of course, you’d be the one who stumbles upon something like this.* Arthur slumped against the greasy diner booth. He hadn't eaten in 18 hours. He usually did okay. But even now, his stomach twisted and ached with hunger, with a growing unease that had nothing to do with food. The wallet, plump with bills, felt heavy, accusing in his palm.

He glanced around the diner, its faded Formica tables and mismatched chairs reflecting his own perceived worthlessness. He reached for the coffee cup, spilling some on the table in his nervous haste. He hated making the waitress have to clean up after him.

He was a failure, always had been. The money would solve some problems, provide some small measure of comfort, but it would only be a temporary fix. He knew what he *should* do. But the voice, small but loud, kept whispering. *You deserve this. Don’t you?* His hand tightened around the wallet. The urge to keep it was almost overwhelming.

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