He spent an hour staring at his reflection, attempting to conjure a winning smile. It felt forced, plastic. He scrubbed at his face, as if to wash away the feeling of inadequacy that clung to him. The job was his dream role, a chance to prove himself.

His friend, Liam, had also applied. Liam, with his effortless charm and natural talent, would breeze through the process. He already knew, with chilling certainty, who would get the job.

He slammed his fist against the bathroom counter. Stupid. Weak. He imagined the interview panel dissecting his performance, highlighting every perceived flaw. He should have worn the blue tie. The one he’d dismissed as too showy.

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