Her hands were clammy, her stomach churning. The attic, a black hole of shadows, was where she was forced to start. She’d been avoiding this for weeks, but the landlord was persistent. She felt exposed, stripped bare in the silence of the attic.

Tucked away behind a stack of old quilts, she found a child's toy chest. Inside, a collection of dolls. Porcelain faces stared blankly back at her. Some were missing limbs, others had their painted features chipped away.

She picked up a small, wooden ballerina, its paint peeling. A wave of sadness washed over her, a deep and encompassing emotion. She carefully closed the chest, her fingers brushing against the cold wood. She wanted to scream.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257