The boxes were a time capsule, a gallery of her mistakes. Michael stared at the pristine stack. His mother’s handwriting was there. It was all so neat, so organized. He’d stumbled upon it while going through his parent’s house after their move to the retirement community. Now, he knew he had to confront the past.

He picked up a science project he'd forgotten all about, a volcano constructed from papier-mâché that had been a complete disaster. He could feel the familiar sting of embarrassment. He’d been the butt of the school’s jokes for weeks.

His shoulders slumped as he sat, the project's brittle edges grazing his skin. Why had she kept all this?

He closed his eyes.

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