The summer air hung heavy with the scent of saltwater and fading sunscreen as Clara stood before the old beach house. She'd spent her entire childhood here, playing hide-and-seek with Leo. Her stomach clenched as she watched him, his back to her, laughing with a group of friends. He was effortlessly handsome, his tan skin a stark contrast to the faded blue of his worn t-shirt.

She approached him slowly, each step a monumental effort. Her palms were slick with sweat, and her mouth felt dry.

"Leo?" she asked, her voice a small whisper that was almost lost to the crashing waves. He turned, his eyes scanning her face with polite disinterest. "Do you… do you remember me?" she added, the question a plea. He shook his head, a polite smile on his face. She felt like she'd been physically punched in the gut.

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