The email notification had arrived with the subtlety of a gunshot. Liam recoiled, the screen reflecting a distorted version of his own face. The subject line, "New Listing," was a cruel taunt. He felt a wave of weakness, a sudden inability to stand.

He focused on the kitchen, the familiar layout of the cabinets, the countertop. They were the same. But everything was wrong. He felt a chill despite the warm afternoon light.

He scrolled through the pictures, each one chipping away at his composure. His throat closed, making it difficult to breathe. He wanted to scream, to lash out, but the only sound he made was a choked sigh. He needed to get out, he needed air.

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