The email arrived disguised as junk. "You've Received a New Message from Your DNA Results." She’d almost deleted it, but something, a tiny spark of curiosity, stopped her. Now, she wished she hadn’t. "Possible First Cousin."

She stumbled to the bathroom, splashing cold water on her face. Her reflection stared back, a stranger. The familiar features, the ones she had always taken for granted, now felt alien.

She ran her hands through her hair, a frantic gesture of disorientation. The tile floor felt cold against her bare feet. The house, usually a source of comfort, now echoed with an unsettling emptiness. The walls seemed to be closing in.

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