He was halfway through his shift at the library when he got the call. The voice on the other end, from the financial aid office, was polite but firm. The scholarship had been misapplied. He felt his face drain of color, his knees growing weak.

He finished his shift in a daze, mechanically shelving books. The familiar smell of aged paper and ink, normally a source of comfort, now felt oppressive. The other library workers chatted around him, oblivious to the turmoil inside him.

He walked home, the setting sun casting long, dark shadows. The bustling city street, usually a source of energy, now seemed to press in on him. He felt exposed, as if everyone could see his sudden financial instability. He clutched his backpack to his chest, a small shield against the world.

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