The email sat in Sarah's inbox, radiating a dull, ominous glow. It was the school newsletter, a weekly document that usually bounced off her attention like a plastic toy. This week, however, a single line pierced through the usual noise: "Mrs. Gable, Grade 3." Her fingers fumbled as she clicked the link. Her stomach churned.

She hadn't thought about Mrs. Gable in decades. She was a fixture of her own childhood, a woman who seemed carved from granite, all sharp angles and unwavering expectations. Now, the past was reaching out, not to her, but to her own son.

"Liam, honey?" Sarah called, her voice tight. "Did you say your teacher is... Mrs. Gable?" Her throat felt constricted, like a hand was slowly closing around it.

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