The dance recital was coming up, and Maya was a nervous wreck. She posted a picture of herself in her costume, a hesitant smile on her face. A few hours later, her drama teacher, Ms. Chen, followed her.

Maya felt her skin prickle. She suddenly felt a strange heat in her cheeks, her heart thumping against her ribs. She usually enjoyed sharing photos, but now the comment sections, where she got her affirmation, felt like a public autopsy.

She wanted to call her mom, but she couldn't find the words. She spent the rest of the evening staring at the ceiling, feeling a profound sense of exposure.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. 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 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257