He stared at the small, handwritten list. "Ride a hot air balloon." That was the first item. Mark, usually a picture of stoic resolve, felt a prickle of heat in his eyes. He’d found the list tucked away in his father's old toolbox, amidst rusty wrenches and chipped paintbrushes. He picked up a wrench and turned it over and over, his fingers fumbling with the familiar shape.

He hadn't cried when they told him. He hadn't cried at the funeral. But now, alone in the garage, the tangible reminder of his father’s unmet aspirations threatened to overwhelm him. He took a shaky breath, the scent of oil and metal suddenly overwhelming. The ache in his chest was a physical weight.

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