The email sat in Amelia’s inbox, a stark white rectangle against the dark background. She’d been staring at it for a good hour, the cursor blinking mockingly as she avoided opening it. Her stomach felt like a lead weight. Finally, she clicked. The words swam before her eyes: *Congratulations, your article has been published in… under the name of Dr. Eleanor Vance.* Eleanor Vance. Amelia’s mentor. Someone she admired. Someone who had, apparently, stolen her work.

She fumbled for her phone, her fingers clumsy on the screen. The urge to just disappear, to crawl into a hole and never come out, was almost overwhelming. She wanted to call her best friend, Sarah, but she couldn't. Not yet. She needed to process this alone, wallow in the bitter taste rising in her throat, before admitting the truth: she'd been completely exposed.

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