The email sat in her inbox, glowing ominously. Sarah stared at the screen, her chest tightening. A knot formed in her stomach, a cold, hard lump that refused to dissolve. She hadn't slept well in days, but now sleep felt like a distant, impossible dream. Her fingers trembled as she reread the subject line: “Allegation of Academic Dishonesty.”

She clicked the email, the cursor a mocking blip on the pristine white page. Her professor's words swam before her eyes. He’d cited similarities between her research paper and another source. A wave of heat washed over her, followed by a chilling realization: the source… she’d read it, yes, but she’d believed she’d rephrased the ideas enough. Hadn't she?

Her apartment seemed to shrink around her. The familiar comfort of her own space became a cage. She couldn't breathe. She grabbed her phone, scrolling through contacts, but the words felt trapped in her throat. Who could she even tell?

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