Rain hammered against the window as David read his father's carefully typed bucket list. "Visit Machu Picchu." His breath hitched. He’d always felt a disconnect from his father, a man of grand pronouncements and quiet disappointments. David, on the other hand, had built a life of meticulous planning and avoiding risks.

"Learn to speak Italian." The irony wasn't lost on him. David had spent his life speaking the language of success, of corporate jargon, of keeping things neat and controlled. He hadn't even let himself enjoy a simple conversation with someone he actually *liked* in years.

He tossed the list aside. He picked at the corner of the worn, wooden table. A tremor ran through his hand. He went back to the list and slowly started to read 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