The numbers, printed in bold red ink, mocked her. A D. The paper slipped from her grasp and landed on the floor, the sound surprisingly loud in the quiet hallway. Sarah felt a wave of heat wash over her, and she felt her cheeks flush. She hadn't been able to ask for help, too embarrassed to admit that she was struggling.

She had avoided her family's calls recently, making excuses. She knew they expected a lot, and the grade was a betrayal of that trust. The walls of the library seemed to press in on her, and the books, once sources of comfort, now seemed to judge her.

She found herself walking, aimlessly, until she reached a secluded bench overlooking the campus. The wind was harsh, but she remained there, frozen, until the sun dipped behind the trees.

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