The book arrived in the mail, unsolicited. A large, heavy object, a weight on her already heavy heart. She stared at the cover, her name emblazoned in bold type, a stranger's version of her life staring back. A wave of nausea washed over her.

She ripped open the packaging, the action fueled by a desperate need to tear down the illusion. Each paragraph felt like a physical blow. The writer's assumptions, their interpretations, felt like a judgment that made her skin crawl. Her hands trembled.

She tossed the book aside, the silence of her home now a crushing weight. She wanted to scream, to shatter the quiet, to shatter the carefully constructed persona that she had built over a lifetime.

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