The city park was awash in the golden light of late afternoon. Chloe scanned the benches, searching for "ArtisticSoul," the online friend she'd connected with through a painting forum. The prospect of finally meeting them, of exchanging ideas and critiques in person, was both exciting and daunting.

She smoothed the front of her favorite dress, a nervous gesture. She hoped she wasn't too loud, too weird, too... much. She felt a deep insecurity about her work. She wasn’t sure if she could handle the criticism.

She felt the heat rising in her cheeks. The thought of judgment was a physical ache. She kept expecting to see him any second. She felt a sudden, desperate longing for the safe distance of her computer screen.

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