Her hands trembled as she read the professor’s comments. The grade, a discouraging C, was a blow she hadn't anticipated. She was used to being praised, admired. Now, that reputation felt fragile, as though the praise had been built on sand.

She avoided eye contact with her classmates, suddenly aware of the way they might be looking at her. The thought of explaining the grade to anyone filled her with dread. She found herself trying to disappear into the background.

She walked home alone, the brisk air doing nothing to clear her head. The familiar streets felt unfamiliar, and the cheerful sounds of the neighborhood felt mocking. She rushed inside and closed the door.

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