The bustling marketplace was a cacophony of sounds and smells. Leo, hunched over his worn guitar case, felt a jolt of recognition. Across the square, a street performer was singing "Lost and Found," the song he'd poured his heart into during a dark period of his life. He watched the stranger, the ease with which he played, the way the crowd gathered around. He hadn’t touched his guitar in months. A knot formed in his stomach. He slowly lowered his head, suddenly aware of the threadbare patches on his jeans.

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