He had always considered himself a practical man, a man of facts and figures. Now, David felt the world tilt on its axis. The phone call, a terse apology from the hospital administrator, still echoed in his ears. His biopsy results… were someone else’s. Someone with Stage 4 melanoma.

His hands shook as he closed the laptop, the screen reflecting his stunned face. The diagnosis he’d been dreading, the one he'd prepared himself for, suddenly meant nothing. The fear, the weight of the unknown, had evaporated, leaving behind a hollow ache.

He wandered into the living room, drawn to the window. Outside, the world continued to spin, oblivious. He felt as though he were floating, untethered, adrift in a sea of uncertainty. The familiar furniture, the photos on the wall, seemed to taunt him, reminders of the life he thought he knew.

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