He stared at the letter, the official hospital stationery somehow mocking him. The diagnosis of Huntington's disease, the slow, agonizing decline he’d been fearing, was for someone else. He had been preparing for an existence of shadows, of involuntary movements, of the slow erosion of his mind.

He let the letter fall to the floor, the sound a dull thud. The weight he’d been carrying for years evaporated, leaving behind a hollow space. He felt lost, adrift in a sea of his own making.

He started pacing the room, his movements jerky and uncoordinated. He felt a compulsion to move, to run, to escape the confines of his own skin.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257