The news had come as a text, a casual message from a distant relative: "They're clearing the old property. Took down the big tree." He'd dismissed it, until now. The sight of the sun-drenched emptiness slammed into him. He stood there, frozen. It was worse than he'd imagined. His jaw ached with the effort to hold back a whimper.

He’d always thought the tree was indestructible, like a part of his childhood, anchored forever. He didn’t know how long he stood there, motionless, staring at the debris. He wanted to scream.

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