The cursor hovered over the “Schedule a Viewing” button. Sarah’s fingers, normally steady, now trembled slightly. She took a deep breath, the air feeling thin in her lungs. Looking at the pictures, she noticed how small the living room seemed now, the place where she'd spent countless hours with her siblings.

The description mentioned a "spacious backyard." It was a detail she couldn’t bear to read about. She swallowed, trying to force down the lump in her throat. Her phone buzzed; a meaningless notification. She ignored it, suddenly consumed by a profound sense of isolation.

She imagined a family laughing, playing games in that backyard, and a fresh wave of something akin to sadness washed over her. She pressed her fingertips to her temples, a silent plea to hold everything together.

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