The scent of lavender wafted from the old photo album, a familiar perfume that usually comforted Eliza. Now, it made her stomach churn. Her mother, recently diagnosed with a serious illness, had asked her to go through the family archives.

She flipped through the pages, each picture a knife twist to the heart. Her mother, the paragon of strength, of unwavering devotion to the family, was revealed in the photos.

A photo of her mother, arms linked with a man who was not her father. They were laughing, eyes shining with a joy that had been missing from Eliza's childhood. A sudden chill swept through her. The comfortable world she lived in was suddenly a thin veneer.

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