Sarah clutched her coffee cup, the ceramic strangely cold against her trembling fingers. The office was unusually loud today, the fluorescent lights buzzing overhead, amplifying the feeling of exposure she always battled. Across the break room table, Mark was telling a story about some childhood camping trip. Her heart hitched.

"Yeah, Camp Clearwater," Mark said, grinning. "Remember that stupid talent show?"

She swallowed hard. Camp Clearwater. The words hit her like a punch to the gut. Her chest felt constricted. She hadn't thought about that place, those memories, in years. A wave of heat washed over her face, and she forced a smile. "Camp Clearwater, huh? Small world."

The smile felt brittle, fake, like a poorly constructed mask. She focused on the steam rising from her coffee, a desperate attempt to create a private, invisible bubble around herself. Her palms were sweating.

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