The doctor’s reassurances sounded distant, muffled. "The bone marrow biopsy… there's been an error." For weeks, she had endured the fear of leukemia, the fatigue, the constant ache in her bones. Now, it was all someone else's.

She sat in the waiting room, the fluorescent lights harsh on her face. A nurse called another patient’s name. This woman, too, would face the same fear she had just been released from. The thought made her feel… wrong.

She clutched her handbag tightly, her knuckles white. She wanted to scream. She wanted to run. She felt a tightness in her chest, a physical ache that wouldn’t go away.

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