The flickering light from the laptop screen cast elongated shadows across Sarahโ€™s face. Her fingers, usually steady, trembled as she typed in the password, a knot forming in her stomach with each keystroke. She knew this was wrong, an invasion of privacy, but the gnawing anxiety that had been her constant companion for weeks finally pushed her past the point of restraint.

She scrolled through the posts, each picture a tiny dagger twisting in her chest. Her daughter, Emily, looked so different in these photos, laughing with a group of teenagers Sarah had never seen, the carefree joy a stark contrast to the sullen silence that had enveloped their home. A wave of nausea washed over her.

"How could she keep this from me?" Sarah whispered, the words barely audible. She felt a cold dread creep into her bones, a feeling of being left out, of being unknown.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257