She found herself walking slowly through the park during her lunch break, a rare indulgence. The crisp autumn air did little to soothe the tightness in her chest. She found herself clutching her purse.

She saw the families, the couples, the people enjoying themselves. Everyone seemed so relaxed, so untroubled. She would never feel like that.

She thought about the sacrifices she'd made to get where she was, the years of pushing, striving, and doubting herself. All of it hinged on this single decision.

She sat on a bench, the cold seeping through her coat. She watched the leaves fall from the trees and wondered if she could bear to fall as 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