Rain lashed against the windows, mirroring the unease churning in Amelia's stomach. The eviction notice sat on her kitchen table, a stark white rectangle against the chipped Formica. She watched Mr. Henderson, her neighbor, pull into his driveway in a car that probably cost more than her entire apartment building. He always wore a crisp, tailored suit, even to take out the trash. Amelia clenched her jaw, her gaze fixed on the sleek black vehicle. She hadn’t even realized he was there.

The knowledge of his wealth felt like a physical weight, pressing down on her. Just last week, she'd been begging for an extension from the landlord, her voice cracking with desperation. Mr. Henderson, with his perfectly coiffed hair, had simply nodded politely as he walked past, a briefcase swinging effortlessly in his hand.

Now, she felt a flush of heat rise in her cheeks. He probably didn't even *see* her. She imagined herself stumbling to his door, hat in hand, a picture of defeat. The thought sent a fresh wave of mortification through her, tightening the muscles in her neck.

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