The small, cluttered space of the apartment seemed to shrink with each passing hour. I sat on the edge of my bed, my legs drawn up to my chest. Across the room, Leo was cheerfully scrolling through pictures of puppies, his enthusiasm practically vibrating in the air. I felt suddenly cold, exposed.

He wanted a dog. I just couldn't imagine it, couldn't cope with the constant demands, the neediness, the unpredictable nature of an animal. I’d spent so long creating a safe, quiet haven for myself, and I felt the walls of that haven beginning to crumble. The blood rushed in my ears, making it hard to hear.

"Look at this one, he's perfect!" he exclaimed, pointing at the screen. I just stared at the floor. "I don't know, Leo," I managed, the words barely a whisper.

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