The setting sun cast long shadows as Liam examined the list. “Start a business.” He’d always felt pressured by his father’s expectations. Liam’s own path had been less defined, less ambitious.

“Learn to play golf.” He felt a pang of shame. Liam had always avoided challenges, preferring the safe route.

He ran his hand through his hair. He could feel it in his gut, a twisting knot. He felt like he should have done more. The list was a map of all his perceived 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