The text message – a simple, blunt declaration from a classmate – was how it started. “Did you see the email? We’re done.” Chloe's fingers fumbled with the phone, her breath catching in her throat.

She rushed to her computer, her fingers flying across the keyboard to open her email. The official announcement confirmed her fears. The world tilted. She ran a hand through her hair, the strands catching on her nails.

Her meticulously planned schedule, the classes, the internship, everything she thought was secure now felt precarious. She felt a cold dread creep into her bones, a chilling whisper that promised instability.

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