The air in the attic was heavy, laden with the scent of mothballs and forgotten things. She hesitated at the top of the stairs, each step upward a conscious effort. This was her first house, and the task felt overwhelming.

She discovered a box filled with old paintings. Amateur landscapes, portraits of people she didn't know. The brushstrokes were clumsy, the colors faded. They spoke of someone else's dreams, their passions, their hopes.

She looked at the paintings, then down at her own hands. A wave of uncertainty rolled over her, like the tide. She quickly closed the box, and backed away.

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