The phone rang, and Janice jumped, her heart hammering against her ribs. She’d been staring at the same spreadsheet for an hour, the numbers blurring. She knew. She had heard the rumors. And confirmation came with the pay slip, slipped under her door by an anonymous source. Sarah was making almost 20% more.

Her breath hitched in her chest. She felt a knot forming in the pit of her stomach, making her nauseous. Her hands were icy. She couldn't feel her feet.

Janice sank back in her chair, the leather squeaking in protest. She closed her eyes, trying to block out the image of Sarah, young and ambitious, thriving in the job Janice had worked so hard to maintain.

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