The spreadsheets swam before her eyes. Sarah found herself squinting at the screen, struggling to concentrate. Her replacement, Michael, sat beside her, his expression a polite mask. She tried to explain the complexities of the data analysis, but the words caught in her throat.

She took a shaky breath, then reached for her water bottle. The cool liquid offered a small measure of relief. It felt as though she was being pulled apart, like her brain had forgotten the formulas, the logic, the intricate patterns she had spent years mastering.

She felt a sudden, overwhelming urge to run, to escape the room, to disappear. "Just… let's go over the projections again," she said finally, her voice sounding raspy, strained.

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