“I am so sorry,” the receptionist stammered, handing Clara the corrected paperwork. “It was a clerical error.” The words seemed to bounce off her, leaving her feeling detached, adrift. The diagnosis of diabetes, the constant blood sugar checks, the dietary restrictions… all for someone else.

She walked outside, the crisp autumn air offering no comfort. The leaves, once vibrant, now seemed dull and lifeless. The world had shifted, leaving her feeling unsteady, uncertain of her footing.

She stopped on the sidewalk, watching the passing cars, each a blur of motion. It was as if she'd been robbed, not of something tangible, but of her own understanding of her body. The emptiness threatened to overwhelm her.

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