The realtor had just left, and now, standing in the living room, Maya felt utterly adrift. The cheerful wallpaper, the cozy fireplace, all seemed to mock her. The realtor had been vague, mentioning a "previous incident," but nothing could have prepared her for the police file, tucked away in the filing cabinet.

Her blood felt icy. She paced back and forth, her steps short and jerky. She looked at her reflection in the mirror, searching for something, anything, to ground herself. The house, once her dream home, now felt like a maze, full of hidden dangers.

She found herself checking the locks on the doors, the windows. She felt a sudden, irrational fear of the dark. She started to cry, silent tears streaming down her face. She closed her eyes, wishing she could wake up from this nightmare.

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