The bustling marketplace, a cacophony of sights and sounds, seemed to mock John's isolation. He felt disconnected from the world. Every ache, every flutter, fueled his fears of the unknown. The diagnosis had isolated him further, condemning him to a life of caution and uncertainty.

He’d arrived at the hospital for a check-up and was surprised to see another person waiting. He saw her face, she glanced at him, and he knew. The same subtle signs of concern. The same guardedness.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257