The air hung heavy in the art studio, the scent of turpentine and oil paint clinging to the canvases. Liam paced back and forth, the news report playing on a small, crackling radio in the corner. His favorite author, Victor Sterling, was accused of plagiarizing the work of several lesser-known writers. Liam's work had appeared in an obscure online journal.

He hadn't touched a paintbrush in weeks. His studio felt cold, unused, and barren. He'd always felt like an outsider, a nobody.

His shoulders slumped. He felt defeated, his creative spark extinguished. He sat on the floor, surrounded by his failures.

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