The doorbell chimed, a bright, cheerful sound that sliced through the heavy silence of the apartment. Amelia hesitated, peering through the peephole. A delivery person, holding a bouquet of vibrant lilies, smiled up at her. Her hand trembled slightly as she took the flowers. No card. Just the scent of the lilies, cloying and sweet, filling the small space.

She set them on the kitchen table, the glossy leaves and bright blooms feeling accusatory in their perfection. The chipped paint on the table seemed to mock her. She reached for a glass of water, her fingers clumsy, the glass almost slipping from her grasp.

A coldness settled in her stomach. Who? Why? The questions swirled, a dizzying carousel in her head. She found herself rearranging the flowers, a futile attempt to impose order on the chaos blooming inside her.

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