He was talking to the bride’s mother. I saw him from across the crowded dance floor, a sharp stab of something painful piercing me. Sarah plastered a smile onto her face, as if it were a mask. She fumbled with her clutch, searching for her phone.

Her fingers were clumsy, her usually steady hands shaking. She needed to look busy, anything to avoid eye contact. She pretended to be engrossed in a text, scrolling through old messages.

“Sarah, darling, you look lovely.” The bride’s mother, beaming, approached. Sarah forced a laugh, her voice sounding unnaturally high. "Thank you, Carol, so do you."

Then, he was there, beside the bride’s mother, a smile spreading across his face. It was the same smile that used to melt 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