The sun beat down on David’s back as he sat on the porch. He'd been sifting through his grandfather's papers, trying to make sense of the life he'd led. He'd always known him as a quiet, unassuming man, a devoted grandfather.

He found a collection of old letters from the war. And inside, a photograph, showing his grandfather in uniform, holding a gun to a group of civilians. His hand began to tremble.

He'd always believed his grandfather was a good man. The photo, a cruel paradox, left him reeling. The world seemed to tilt on its axis. He felt a profound sense of isolation.

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