The librarian handed her the book, a smile on her face. "Interesting read," she said. The comment struck a chord, and she nearly recoiled. She had not given permission. She had not consented. Her mouth felt dry, her throat tight.

She barely glanced at the pages, needing no further confirmation. It was a betrayal, a violation of her personhood. She felt a burning need to flee, to escape the confines of the library and the scrutiny of the other patrons.

Her hands fidgeted, picking at the loose threads of her sleeve. It was a suffocating pressure, a feeling of being utterly powerless. It was a deep ache, a sense of having been violated that settled in her stomach.

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