The request was from David Chen. He scrolled past it, then scrolled back. He was sitting in his cramped cubicle, surrounded by paperwork. The fluorescent lights hummed, a constant reminder of the sterile environment he inhabited.

He glanced at his hands, calloused and stained from a job he loathed. He'd been trying to learn how to code, taking online courses, but progress was slow, and the feeling of inadequacy ate at him. He was always one step behind, another disappointment.

He finally clicked the ‘Delete’ option. He felt a moment of emptiness wash over him, as if he had lost something vital. The silence in the cubicle was deafening.

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