The fluorescent lights of the office seemed to hum directly into Clara’s skull. A wave of nausea rolled through her as she re-read the email, the figures blurring. She’d been at the company five years, a dedicated soldier, always staying late, always exceeding expectations. And Liam, fresh out of college, was making more.

She gripped her coffee mug so tightly her knuckles were white. The ceramic felt cold and slick against her clammy hands. How could she possibly look at him, at his easy smile and trendy haircut, without feeling a surge of... something ugly, corrosive?

Clara pushed back her chair, the scraping sound echoing in the sudden quiet of her cubicle. She needed air. The bathroom, maybe. Anywhere away from the relentless glow of her computer screen and the unspoken injustice that 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