The rejection letter was delivered right to her dorm room, the envelope sliding under her door. She waited several minutes before picking it up. It felt like a brick in her hand. The words were terse, explaining the mix-up and the revocation of her scholarship. She felt a numbness spread through her body.

The shared living space with her roommates, usually filled with laughter and shared meals, now felt suffocating. Every sound, every movement, magnified the isolation. She retreated to her small corner, the walls closing in on her.

She sat on her bed, clutching a worn teddy bear. Her mind raced, the possibilities and what-ifs swirling in a disorienting vortex. She closed her eyes, trying to block out the dread.

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