The waiting room smelled faintly of lavender and old paper. Sarah fidgeted, smoothing down the non-existent wrinkles on her skirt. Her palms were damp, and she surreptitiously wiped them on her thighs. Each tick of the clock felt like a hammer blow against her skull. She'd been putting this off for weeks, but the panic attacks were getting worse.

The door opened. "Sarah Miller?" The voice, smooth and professional, sent a jolt of recognition through her. It was Mark, the bane of her existence in elementary school. The same cruel eyes, though they held a different expression now, stared back at her.

"Come in," he said, gesturing towards a large, comfortable armchair. She stumbled forward, her knees suddenly weak, and sank into the cushions. The room seemed to shrink around 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