The knock at the door was sharp, a little too loud. Sarah jumped, nearly dropping the half-filled teacup she was carrying. Her fingers were clumsy lately, always fumbling. She peered through the peephole and saw Mr. Henderson, the retired accountant from next door, his face creased with a polite smile.

She took a deep breath, smoothing the front of her already spotless linen dress. Opening the door felt like exposing herself, even though she was safely inside her home. “Mr. Henderson? Good afternoon.” Her voice was small, almost a whisper.

"Good afternoon, Sarah. I was hoping I could ask a favor. I've been wanting to start a small vegetable garden, and your yard gets such lovely sun..." He trailed off, his gaze drifting to the meticulously trimmed lawn. The way his eyes darted felt like a judgment.

A knot formed in her stomach. The thought of someone else’s presence, someone else’s touch, on *her* space... it was too much. "I... I don't know," she stammered, twisting the handle of the teacup. "I haven't been feeling well."

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