He’d avoided Mr. Henderson all week, but here he was, standing on his porch, hat in hand. Raindrops speckled the freshly cut grass, mirroring the tremor in David’s hands. He hated confrontation.

“David, good to catch you,” Mr. Henderson began, his voice booming across the yard. “That maple… it’s a menace, isn't it? Blocking the sun completely.” David shifted his weight, suddenly fascinated by a beetle crawling on his porch step.

The maple. The tree his wife had planted, years ago. His throat constricted. He mumbled something about needing to “check the covenants,” anything to delay the inevitable.

He felt exposed, a single leaf in a hurricane. He nodded, trying to appear agreeable, his smile tight and brittle. The porch felt cold beneath his feet.

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