She looked at the old yearbook, the photos and signatures seeming to mock her. “But don’t you remember it like this?” Maria asked, her voice faltering. Her friend, Sofia, was recounting their high school graduation.

Maria’s memories were saturated with the pressure of expectation, the fear of the future, the feeling that she wasn't good enough. Sofia’s account was nostalgic, brimming with positive feelings that Maria struggled to share. She suddenly felt out of touch.

She ran her hand through her hair, a gesture meant to soothe but feeling more like a nervous tic. Her stomach churned with self-doubt. She felt exposed, vulnerable, as though her true self was on display for judgement.

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