The list lay on the bedside table, a stark white rectangle against the dark wood. Sarah picked it up. It was from Ben. *Go skydiving.* *Learn to code.* He'd been distant lately, quieter than usual. She now understood. Her hands trembled as she read.

She felt a hollowness in her chest. She hadn’t realized how separate they had become, how their lives were drifting apart. *Build a treehouse.* She bit her lip, a habit she'd abandoned years ago. They had a small house, but no shared projects.

She closed her eyes, picturing his face, the way his eyes crinkled when he smiled. The silence in the room was crushing. She had always felt safe, secure, but now a chill swept through her, leaving her feeling utterly exposed.

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