“Explain this, Mr. Henderson,” the professor stated, his voice devoid of warmth. James felt his face flush, a burning heat creeping up his neck. The paper, laid out on the desk between them, felt like a branding iron.

He’d been so focused on success, on proving himself. He’d cut corners, convinced himself it was just a small oversight, a harmless deviation. He hadn’t meant for it to become this. He ran a hand through his hair, the gesture somehow not enough to ground himself.

He attempted to articulate his defense, but the words caught in his throat. Every argument felt weak, every justification sounded like a pathetic excuse. He felt the familiar pull of shame, an internal condemnation that echoed the professor’s disapproval.

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