From his living room window, David watched Mr. Peterson, his neighbor, emerge from his chauffeured limousine. David scoffed. Mr. Peterson, a man who, until yesterday, David had dismissed as a simple retiree. He had always taken pride in his own hard work ethic.

David found himself staring at his calloused hands. He was, after all, a carpenter. A good one. But the realization that Mr. Peterson, in all his apparent ease, possessed a fortune David could only dream of, filled him with a restless discontent.

He felt the familiar thrum of unease that always accompanied the discovery of someone else's good fortune. His phone buzzed – another unpaid invoice. He ignored it and walked to the backyard. He kicked at a loose stone, and the sound amplified his inner turmoil.

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