The wedding was lovely. Everything was picture perfect, except for the tiny, niggling feeling in Eliza’s chest. The air suddenly felt thick, too heavy to breathe comfortably. She kept touching the necklace around her neck, a gift from him.

The music swelled, a joyous fanfare that felt strangely mocking. She'd chosen a dress with a high neckline, hoping to conceal the trembling in her jaw. She watched him across the dance floor, and her chest felt tight, constricted, as if a hand had reached inside and was squeezing.

When he looked her way, she turned away quickly, as if she'd been caught doing something she shouldn't.

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