He stared at the author’s note. *Inspired by…* The name was there, his name, plastered across the page. David felt his face flush, a heat he couldn’t seem to cool. The biography painted him as a recluse, a failure. It detailed his failed attempts at a career, his collection of abandoned hobbies. He gripped the book so tightly his knuckles turned white, each sentence a fresh wound.

He walked to the window, avoiding his reflection. The world seemed to mock him, the cheerful chatter of neighbors, the happy laughter of children. He felt a profound sense of inadequacy wash over him, a feeling that had become a constant companion. He pulled the curtains shut, plunging the room into shadow. He wasn't good enough.

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