The invitation felt like a physical blow against Maria's already delicate composure. She had a new life, a new identity. The past felt like a phantom limb, sometimes aching, often forgotten, always a part of her. It made her uncomfortable and she pushed it away.

Her breath hitched in her throat. She found herself clutching her chest. She wondered what they would think of her, of the choices she'd made. Would they see the real her? Or just the girl who was trying to be someone else.

She walked over to the mirror. The woman staring back at her looked exhausted. She traced the fine lines around her eyes, a map of the years, of the battles fought and won, and the battles that were lost. A tiny, imperceptible tremor began in her jaw.

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