"Impossible," Maya breathed, her voice barely audible. She ran a shaking hand through her messy bun. The small, community cookbook, the one she’d painstakingly assembled, lay open on her kitchen table. The "Spicy Mango Chutney" recipe, her grandmother's, was there. But the photo beside it wasn't hers. It was a photo of the chutney as it appeared in a national magazine.

Maya had always been a quiet person, and this felt worse than she could have imagined. Her hands, normally stained with turmeric and chili, now felt alien, useless. She closed her eyes, a sharp, stabbing sensation in her chest. She had poured her heart and soul into this, into the cookbook.

She felt a wave of dizziness wash over her. She gripped the edge of the table to steady herself. The air in the room felt thick, heavy, impossible to breathe.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257