The university's art department had, without asking, chosen to display his student portfolio in the main corridor. He'd been so proud of his work, of the way he'd explored themes of grief and loss, but the glaring fluorescent lights and the hurried foot traffic of the students now made it all feel inadequate.

He kept his head down, desperately trying to avoid any eye contact with anyone. He hated seeing his name on the label, plastered beside his most personal creations. He felt exposed, judged.

He spent the next few hours sitting in the library, avoiding the corridor, the display, everything. The air felt thin.

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