I stood on the sidewalk, watching the house I grew up in. They had already started tearing into the roof. The air was thick with the scent of wood and decay. My hands felt clammy, and my stomach twisted into a knot. I hugged myself, as if to protect myself from the destruction.

It was more than just a house; it was a repository of memories, of laughter, of tears, of love. I could almost hear my father's voice calling me in for dinner, my mother humming in the kitchen.

I felt a sudden, desperate urge to run, to escape this scene of devastation. The ground seemed to tilt beneath my feet.

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