David, sifting through his grandfather’s wartime memorabilia, came across a letter. He’d never known his grandfather, who had died before David was born. The letter was on stationary he recognized from his grandfather's old military unit. It was addressed to his commanding officer.

The letter was a plea to be relieved of his duties. His grandfather talked about the horrors he had seen and the toll it was taking on him. David felt a cold wave wash over him. His own life was a mess right now; his business had failed, his girlfriend had left him. He felt a deep sense of unease. He closed his eyes, suddenly imagining himself in his grandfather's shoes.

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