The email sat in Amelia's inbox, bold and accusatory. Professor Harding's subject line read, “Important Announcement.” Her fingers, suddenly clumsy, fumbled at the mouse as she opened it. The words blurred at first, a panicked haze obscuring the news. He was leaving. Next semester. She re-read the sentence, her breath catching in her throat. The carefully constructed world she'd been building, the dissertation, the future, felt suddenly shaky, like the ground had given way beneath her feet.

She stared at the wall, the posters of abstract art beginning to swim, the bright colors losing their vibrancy. A coldness settled in her stomach, making her want to curl in on herself. She felt a need to disappear.

The coffee cup, half-full on her desk, suddenly seemed heavy, like the entire weight of her academic career rested in its ceramic form. The warmth she'd been expecting was gone.

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