The sterile white walls of the hospital corridor seemed to close in around David. Dr. Ramirez, his mentor, had left him a brief message in his email, saying she was resigning to take care of her family. No goodbye. No personal message. Nothing.

David ran a hand over his tired face. It had all felt so secure, like they were running a well-oiled machine. He felt the sudden thud of his own heart. He was on call tonight, for the first time alone.

He squared his shoulders, a tremor running through them. He knew the procedures, knew the patients, but now he was the only one. He felt exposed, standing in the middle of a warzone. He walked down the hall, each step heavier than the last.

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