Eliza walked through the kitchen, the linoleum floor cold under her feet. Her brother, Samuel, sat at the table, already immersed in a book. She longed for that kind of focus, that kind of ease. Her mind raced, a constant tide of self-doubt.

She moved automatically, finding the cleaning supplies. The windows needed washing, the floors needed scrubbing. She attacked the tasks with a ferocity that surprised even her. She had to be useful, had to be productive.

Samuel finally looked up. “What are you doing?” he asked, his brow furrowed. She jumped, startled. “Just... cleaning,” she mumbled, her cheeks flushing. The fear that her efforts were somehow wrong, somehow inadequate, wrapped around her like a constricting band.

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