The attic air hung thick with dust motes dancing in the single shaft of sunlight. Sarah, knees weak, stumbled over a chipped porcelain doll. It was her mother's, she realized, a childhood treasure she'd forgotten. Digging deeper into a trunk overflowing with moth-eaten shawls, she unearthed the leather-bound book. Her motherโ€™s familiar cursive scrawled across the cover: *Bucket List*. She sank down onto a dusty crate, her throat suddenly tight.

She flipped the book open. The first entry, "See the Northern Lights," hit her like a punch to the gut. Her mother had never spoken of dreams, only of practicality. Now, here were wishes etched in ink, a hidden world of longing. Sarah felt a tremor in her hands as she turned the page, the vulnerability of the past suddenly vivid.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257