Rain lashed against the windows, mirroring the tempest inside Amelia. She hadn't left her apartment in three days, the blinds drawn tight against the world. The envelope, crisp and white, sat on her kitchen table, a stark contrast to the clutter surrounding it. She'd found it tucked between the bills, a name she hadn't seen in nearly a decade scrawled across the front. Her hands trembled as she picked it up, the paper cool against her skin.

Each word on the page felt like a fresh wound. *I am so sorry, Amelia.* The simple sentence held a weight she hadn't expected. She clutched the letter to her chest, the scent of lavender emanating from it, a perfume she'd once adored, now a painful reminder. Her breathing hitched, shallow and uneven. She sank into a chair, the wood cold against her back, and let the tears flow.

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