The afternoon sun, usually a comfort, felt like a spotlight on his face as he opened the door. It was Mr. Garcia from down the street, requesting access to a portion of his backyard for a small community garden.

He felt a tightness in his chest. His breath hitched. He had spent months curating a world within the walls of his home, and now, someone was threatening to unravel the tapestry.

He avoided the man’s eyes, finding the pattern on his own doormat far more interesting. β€œI… I have a lot of allergies,” he mumbled, hoping that would suffice. His hand instinctively reached for the door, as though he could shut the world out.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257