The glossy cover stared back at Amelia, a woman she barely recognized. A photo she hadn't posed for, a smile that felt foreign on her own face. Her biography. Published. The bookstore air suddenly felt thin, the scent of old paper and ink a suffocating blanket. She gripped the book, knuckles white, a tremor running through her.

She'd thought she was careful, private. The interviews she gave… she'd believed they were for a small local paper. She’d shared anecdotes, things she considered harmless. Now those harmless moments were dissected, the spaces between them filled with speculation, published for everyone to read. Her pulse hammered a frantic rhythm against her ribs.

Her apartment, usually a sanctuary of soft light and familiar objects, now seemed exposed, the walls thin. The phone felt like a hot coal in her hand, the potential for unwanted attention a constant, oppressive weight. She closed the curtains, the sudden darkness a physical relief.

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