He found the book at a flea market, its cover water-stained and dog-eared. Leo wasn't sure what drew him to it, but the title, "Collected Essays," seemed to mock him. He always felt like a collection of unfinished projects and unfulfilled promises. Inside, nestled amongst the essays, was a letter, tucked between pages on the art of procrastination.

The letter was a confession. The author, a woman, spoke of her own failings and her hopes for the future. Her words were sharp, honest. He winced at the frankness. Leo felt himself shrinking. His own ambition seemed pathetic by comparison.

His shoulders slumped as he continued reading. She detailed how she'd overcome her obstacles, bit by bit. He felt a sting behind his eyes, a familiar knot of frustration. He slammed the book shut. Another failure staring back at him.

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