The news felt like a physical blow. A “Parent/Child Match” revealed a mother she’d never known. The carefully constructed narrative of her childhood dissolved, leaving her adrift.

He wandered through the house, the familiar objects now imbued with an unsettling strangeness. His hands trembled as he touched a photograph of his adoptive mother, her smile seeming distant and unreal. The air felt heavy, as if charged with unspoken truths.

He collapsed onto the couch, the cushions offering no comfort. The silence of the house amplified the turmoil within him. He felt exposed, stripped bare, and desperately in need of sanctuary.

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