The cold tile floor of the bathroom pressed against Chloe’s bare feet. She leaned heavily against the sink, her reflection staring back at her: wide eyes, pale skin. The phone lay discarded on the counter, the lawyer's polite, yet devastating, explanation still echoing in her head. A half-brother, Ethan, born to her father during a youthful indiscretion.

She hadn’t cried, not yet. Instead, a peculiar numbness had settled over her. She ran the tap, splashing cold water on her face, but it didn't help. The water ran down her face and neck, but there was no relief. She felt a kind of emptiness, the familiar world now slightly tilted. Her father was dead, which made this all the more…complicated.

She wrapped her arms around herself, a futile attempt at self-comfort. She wanted to scream, to break something, to *do* something. The letter they'd sent with the information was on the counter: a brief, polite note from Ethan, suggesting a meeting. She didn't have the courage to even look.

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