The promotion had gone to the other candidate, and the subsequent "congratulations" from his boss felt insincere. He retreated to his desk, the vibrant office landscape suddenly muted and gray. He felt a sharp pang of disappointment, swiftly followed by a sense of justification. Deep down, he’d known he wasn't good enough.

He replayed the interview in his mind, cataloging the stumbles, the hesitant answers, the times he failed to articulate his ideas with confidence. He found himself picking at the skin around his fingernails, a habit he hadn’t indulged in since his childhood.

Later that evening, he cancelled on his friends and ordered takeout. He felt a profound sense of isolation, a belief that he was the only one who didn’t understand how the world worked.

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