The afternoon light filtered through the dusty windows of the garage. Michael, sorting through his grandfather's tools, felt a familiar sense of inadequacy. He didn't belong here. He never had.

He found it taped to the inside of a toolbox, a faded draft letter. His grandfather, a man of few words, had wanted to leave his job. Michael couldn't understand. He was meant to be the best.

He felt a wave of self-loathing wash over him. His failures seemed to loom large. He felt the familiar shame burning in his cheeks. He wasn't worthy of his name. He was useless.

He slammed the toolbox shut, the metallic clang echoing in the silence. He started kicking at the tires of the car parked nearby. He wanted to destroy something, to lash out at the world, and at himself.

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