He stared at the email, the stark black text against the white screen. The news: his HIV test result, his supposed positive diagnosis, belonged to another man. His mind raced. He thought about the phone calls he had made, the people he had told, the fear that had consumed him for the past month. All in vain.

He felt a sudden, profound exhaustion. He slumped back in his chair, the office around him closing in. He felt as if he were suffocating. The air seemed thin, the walls closing in, pressing against him.

He reached for his phone, his hand trembling as he dialled his partner's number. The words would not come.

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