The scent of lavender and old paper clung to the air in the antique bookstore. Liam, browsing the shelves, stumbled across a signed copy of a novel with a familiar title. Curiosity won.

He flipped through the pages, his heart beginning to hammer. The main character, a struggling musician, lived in a cramped apartment, battled self-doubt, and loved someone exactly like him, named Chloe.

He felt a cold sweat break out on his forehead. The story was familiar, yet strangely foreign. His life, filtered through another's gaze, felt almost unreal. He closed the book, wanting to get away, wanting to scream. He fled the store, the book clutched tightly in his hand.

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