The email sat in Amelia's inbox, a stark white square against the muted tones of her screen. Ancestry.com. The subject line, “Your DNA Results are Ready!” She'd spat in a tube months ago, a casual curiosity project. Now, the cursor hovered over the open button, a nervous tremor dancing in her fingers. Her stomach felt hollow, like a deflated balloon. She clicked.

A wave of disjointed information assaulted her. Percentages, regions, a family tree she couldn't account for. And then, a message: "Potential First Cousin Match." Her blood ran cold. The profile picture was of a woman she didn’t know, yet there was something familiar in the curve of her smile.

She stumbled to the kitchen, needing something, anything, to ground her. The fluorescent lights hummed, amplifying the silence. Grabbing a glass, she fumbled for the tap, the cold water splashing onto her hand. She stared at it, the water blurring in her vision. The house suddenly felt too big, the walls closing in.

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