I read the news while I was walking home. The sidewalk blurred and wobbled under my feet, the city suddenly seeming impossibly loud and threatening. "The Golden Spoon," my place, was shutting down. I felt my breath hitch in my throat.

I stopped abruptly, right in the middle of the crowded street, oblivious to the annoyed honking of cars. I stared at the headline again, the letters swimming before my eyes. Every meal I'd eaten there, every conversation I’d had with the friendly staff, every memory, threatened to unravel.

My shoulders slumped, and I felt the familiar sting behind my eyes. I felt exposed, unprotected. The world, which had always felt manageable within the familiar walls of The Golden Spoon, now felt enormous and unknowable.

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
šŸ˜ž0.299
šŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257