The air was heavy with the smell of dust and the metallic tang of machinery. The house, her house, looked smaller now, exposed. Claire stared at it, the sun casting long shadows. It seemed to have shrunk, diminished. Her hands trembled as she pulled a crumpled tissue from her pocket, and dabbed at her eyes.

She had spent countless hours in that house as a child. She had been happiest there. Her smile felt distant, as though it was something she could no longer feel.

A worker called out a warning, and she started, jumping back from the flimsy barrier. She felt an overwhelming impulse to run, to flee, to somehow escape the inevitable. She took one last, long look, then turned and walked away, her footsteps echoing in the sudden quiet.

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