The late afternoon light slanted through the living room window, illuminating dust motes dancing in the air. Sarah picked up the abandoned manuscript, her fingers trembling slightly. She’d found it tucked away in the back of the drawer, hidden beneath a pile of old receipts. David’s handwriting, unmistakable, filled the pages.

Her heart thumped against her ribs, a frantic drumbeat in the sudden quiet. She opened the book, her gaze drawn to the words on the first page. A character named “Eliza,” remarkably like herself, was introduced to the reader. Eliza, with her own quirks and foibles.

She sank onto the sofa, the weight of the book heavy in her lap. The Eliza in the novel felt...exposed. All her insecurities, her small fears, her tendency to overthink – all laid bare. A chill snaked up her spine, despite the warmth of the sun streaming through the window.

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