The scent of lavender wafted from the old linen closet, a smell that transported Emily back to her childhood. She’d been tasked with cleaning out the space, a tedious chore she'd been putting off. As she sorted through stacks of fabric, a letter slipped out.

It was addressed to her grandmother, and written by her mother during a time of great upheaval in the family. She remembered her mother’s unhappiness, a shadow that had cast itself over the whole household.

Emily felt a familiar tightening in her stomach, the echo of unresolved grief. The letter revealed a tenderness she had never associated with her mother during the period of her childhood. The ache of unspoken truths hung heavy in the air.

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