The silence in the small apartment was almost unbearable. Ava sat hunched on her couch, scrolling through her Instagram feed, the app's cheerful interface jarring. There it was again: her mural, the vibrant cityscape she had spent months creating, now permanently fixed on someone's calf.

Her heart hammered against her ribs. She felt as though someone had invaded her privacy, peered into the deepest parts of her mind. She clenched her fists, nails biting into her palms.

She had shared her art with the world, yes, but this felt different. She’d always struggled to be seen. Now, she wanted to disappear. She closed the app, the screen going black, and buried her face in her hands, wanting to vanish.

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