The mahogany writing desk, crammed into the corner of the small apartment, felt heavy under her gaze. Her grandmother had written him letters, filled with hope and dreams, from behind it, which he'd kept. He'd hoped to pass on the desk to his children someday.

He'd received the email this morning, from his uncle. The estate sale. He needed to be there.

He sat down, the worn leather of the chair creaking beneath him. He felt the familiar thrum of anxiety begin in his chest, a rapid-fire beat. A cold sweat slicked his palms. The silence of the apartment pressed in on him.

He was alone, a small boat on a vast ocean, and the desk, his anchor, was about to be cut.

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