The world tilted on its axis. Sarah stared at the screen, the notification still blinking, "Potential Parent Match." The words swam before her eyes. For twenty-eight years, she'd believed. Her whole existence, built on a foundation that had crumbled.

She felt a sudden urge to flee, to escape the confines of her apartment. She grabbed her keys and jacket, the movements jerky and hurried. Outside, the city roared, but the noise felt distant, muffled. The familiar streets suddenly felt foreign, alien.

She walked, not knowing where she was going, her footsteps echoing in the empty space of her mind. A coldness settled deep within her, a chill that had nothing to do with the evening air. She pulled her jacket tighter, trying to ward off the sensation of being exposed.

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