Rain lashed against the attic window, mirroring the storm inside Emily. She'd been searching for Christmas decorations, but stumbled upon a box filled with notebooks. The top one, bound in leather, had her name scrawled across the cover.

She carefully opened it, her hands unsteady. The first line of the first chapter described her, not just her appearance, but her innermost thoughts. It felt like someone had peeled back her skin, revealing the raw, beating muscle beneath.

A wave of nausea churned in her stomach. She’d always believed in their total, unconditional closeness. Now, here was undeniable proof that their intimacy could be mined, curated and written about, without her knowing. She stumbled down the attic stairs, her legs suddenly leaden.

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