The unwelcome news dropped like a bomb. I stared at the paper in disbelief. My mouth felt dry, and I couldn't seem to swallow. The walls of my studio apartment seemed to shrink, closing in on me. I felt the air grow thin, hard to breathe.

I pictured myself packing, all the small, sentimental things, the memories that made this place feel like home. The thought made my chest constrict. I didn’t know where I would go, or what I would do.

I sat on the edge of my bed, completely frozen. The world outside the window continued to spin, but I felt trapped in a vortex, unable to move, unable to think. All I felt was a vast, echoing emptiness.

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