The vast, echoing silence of the inherited mansion was almost unbearable. Ava, her stomach churning, gripped the small, velvet box in her hands. Inside lay a single, antique locket, a treasured trinket from her grandmother. Her brother, Ethan, had been left the mansion itself, opulent and cold.

Ethan, already making plans for renovations and parties, barely acknowledged her presence. She felt the blood drain from her face. His words felt sharp, and cold. He was absorbed in his own importance.

She opened the locket, revealing a tiny portrait of her grandmother, her smile warm and gentle. She held it close, the cold metal a comforting weight against her skin. The loneliness was still present, but less severe.

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