The notification popped up on her phone, a neon green arrow pointing to her undoing. Her first thought was to throw the phone across the room. She was paralyzed, staring at the link that had appeared on her Facebook page. A website dedicated to "exposing" the teenage diaries of local celebrities.

She dragged her thumb across the screen and opened the site, she felt a sinking feeling. Her heart hammered against her ribs, a frantic drumbeat of panic. She saw her name. She clicked the link. The first entry was there. Then the second. Then the entire wretched collection.

She felt a physical ache, a tightness in her throat that made it hard to breathe. The words she’d written, so private at the time, now exposed for the whole world to see. Even her reflection in the dark screen seemed to judge 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