The flickering candlelight cast dancing shadows on the walls of the old house. Sarah, exhausted from a long day, sank into a chair. She'd been asked to organize the belongings of her great-aunt, a woman she barely remembered.

She picked up a small, ornate box, its surface tarnished with age. Inside, she found a stack of letters and a few photographs.

One image showed her great-aunt, dressed in a daring flapper dress, laughing with a group of friends in a smoky jazz club. The image was a sharp contrast to the solitary, eccentric woman she'd known. A wave of unease washed over her. The woman she knew had been so alone.

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