The courtroom was vast, imposing. The harsh fluorescent lights of the university hallway cast long shadows across the cold tile floor. Daniel felt as though every eye in the room was fixed on him, judging. He sat slumped in the uncomfortable wooden chair, heart hammering against his ribs.

He remembered the late nights, the pressure to maintain his grades, the constant feeling of inadequacy that always followed him. He should have been more careful, more diligent. He squeezed his eyes shut. His parents had sacrificed so much for him. How could he have let them down?

He took a shaky breath, the air tasting stale and metallic. He had to say something, anything. His mouth opened, but only a thin, strangled sound escaped. He felt small and insignificant, a pinprick of a person about to be squashed under the weight of his own misdeeds.

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