The newspaper article was a slap in the face. She sat hunched in her favorite armchair, the paper trembling in her hands. Her youthful handwriting, magnified, was a testament to her naiveté. She traced the lines of her words with a trembling finger, each sentence a reminder of every bad decision she had ever made.

She felt a hollowness in her chest, a profound sense of inadequacy. The writer had cherry-picked the most embarrassing entries, highlighting her anxieties about fitting in, her desperate need for validation. Her shoulders slumped. Each paragraph felt like a personal attack, as though her teenage self had betrayed her.

She closed her eyes, imagining the smirk on her classmates’ faces. The humiliation was like a physical blow. She wrapped her arms around herself, trying to find some semblance of comfort, some way to stop the relentless waves of shame washing over her.

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