The clinking of champagne glasses grated on Daniel's nerves, each sound a tiny hammer blow against his fragile composure. He gripped his water glass so hard his knuckles were white. He was acutely aware of every perceived flaw, every imperfection.

He kept recalling every piece of advice his father had given him, and wondering if he had followed any of it. He felt like an understudy, forever playing second fiddle.

As the moment to speak arrived, his throat constricted. He forced a smile, but it felt brittle. His words felt weak and inadequate, and he was sure everyone thought the same.

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