The humid air of the Florida evening pressed down on her as she walked along the beach. She clutched the dog-eared paperback, its cover faded by the sun. It was his book. She'd found it in a box of his things after he’d passed.

Inside, the characters moved through a world that resembled theirs, but everything felt skewed, changed. Her own character's motivations were reduced to pettiness. His version of events, presented as fact, made her feel small, insignificant.

She stopped at the water's edge, the waves washing over her bare feet. The manuscript felt like a weight, a burden she didn't know how to carry. The sound of the surf was loud, the only sound to fill her ears.

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