“It’s simply not possible,” Martha repeated, her voice thin, almost a whisper. The genetic testing results, the ones that indicated she carried the BRCA gene, the ones that had led her to consider a mastectomy… were incorrect. They belonged to someone else.

She felt a wave of dizziness, a sensation of being pulled under. The relief was a cold and distant thing, shadowed by a different terror. She had made so many decisions, consulted with so many doctors, shared so many emotions, based on what now felt like a cruel joke.

She buried her face in her hands, her shoulders shaking. The room swam around her, the clinical white of the doctor’s office blurring into a hazy mess.

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