The air in the dance studio was thick with the scent of sweat and rosin. Emily’s name wasn’t on the list. The list that determined the next few years of her life. She’d given everything to ballet, and now… now what? The world suddenly seemed to tilt, the familiar room transforming into an alien space.

She stayed rooted to the spot, watching the other girls, their faces alight with joy. Her throat closed, making it hard to breathe. She felt a sharp sting behind her eyes, the imminent threat of tears. She clenched her fists, her nails digging into her palms.

She turned and went outside, the cold air a shock against her warm skin. She felt a sense of disorientation, as though she had been cast adrift.

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