The sheer volume of paperwork overwhelmed Amelia. Bills, insurance policies, tax documents – it was a blizzard of responsibility. She sat at her grandmother's old desk, the wood scarred with years of use, and felt a wave of nausea. Her brother, Samuel, had gone out to the garden, seemingly unfazed.

She took a sip of water, her hand trembling. The weight of it all, the financial burden, the emotional strain… it was crushing. She felt a profound sense of isolation. The house, once a sanctuary, now felt like a prison.

She pushed back from the desk, her chair scraping against the floor. She needed a break, a breath of fresh air. She needed to feel… grounded. She closed her eyes, trying to center herself, to regain control.

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