The email arrived, a polite request from the new family next door. They wished to use a corner of her backyard for their children’s play area. She stared at the screen, the words blurring.

She sank back into her chair, her hands trembling. The thought of noise, laughter, and children on her property was overwhelming. She pressed her lips together, fighting back tears.

She typed a reply, carefully choosing each word. The email was terse, apologetic, and final. It stated that the area was not available for use. She hit send, and the relief was immediate, followed by a hollow feeling.

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