The paper crackled in Elias’s trembling hands. An F. He stared at it, the red ink a venomous stain on the page. His stomach clenched. He’d poured hours into that assignment, sacrificing sleep, missing out on social gatherings. Now, this. He felt a hot flush creep up his neck, spreading to his cheeks. He crumpled the paper, throwing it onto his desk. He slammed his fist down, a sharp, angry sound in the otherwise quiet room. *How could you be so inept?*

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