The request came by way of a hastily scribbled note, tucked under her windshield wiper. It was from the woman across the street, Mrs. Rodriguez, asking if she could plant a few herbs in the sunny patch near the fence.

Maria clutched the note, her knuckles white. The words swam before her eyes. Every day felt like a struggle, a battle to keep the world at bay. The very thought of opening up, of saying yes, felt like a physical blow.

She glanced out the window at the patch of dirt. It was empty, unused, a testament to her isolation. She crumpled the note in her hand. The crumpled paper was now a weapon, a barrier to her world. It would remain unseen.

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