The hospital waiting room reeked of disinfectant and despair. Liam sat hunched on a plastic chair, listening to the incessant beeping of machines. His wife's medical bills were astronomical, and his savings were almost gone. He was running out of time.

He found the wallet near the vending machines, its leather worn. He picked it up, his hands shaking. He looked inside, and saw the money. His head swam.

He felt an overwhelming sense of helplessness. He needed to make a choice. What did he do? He closed his eyes. Every single worry was reflected in the coldness of the leather.

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