He watched her from his upstairs window, the woman from next door. She was always bustling about, rushing in and out of her small house with a frantic energy. He knew she was struggling. The chipped paint on her porch, the way her car coughed before starting – it all spoke of limited means. He himself, was, well, comfortable.

Today, she had been on her lawn, weeping as she clutched a crumpled bill in her hand. He'd nearly called the police. Then, he'd reminded himself that he could not interfere. He had built his world based on a promise of never interfering. He felt his face heat, a subtle flush.

He glanced at the intricate clock on his mantelpiece, a work of art that had cost more than her house. He wondered if she knew. Did she know how close they were, geographically and yet so impossibly far, in every other way? He closed the curtains.

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