The email arrived, a digital punch to the gut. "Mr. Harrison, your son, Ethan, will be in Ms. Davies' class this year." Ms. Davies. The same Ms. Davies who had systematically dismantled his confidence in the fifth grade. He reread the email three times, the words blurring before his eyes.

He felt the familiar pressure behind his eyes, the beginnings of a headache. He immediately looked up Ms. Davies’ profile on the school website, studying her picture as if it held the key to her motives.

He started questioning Ethan relentlessly about school. "How does she treat you? Does she give you a lot of homework? Does she single anyone out?" Ethan, bewildered, just shrugged. He made a vow to himself: he wouldn’t let his son go through what he went through.

Emotion: vigilant

Cluster: Suspicion / Vigilance
PC1 (Valence): -0.15 Negative
PC2 (Disposition): 1.11

Role in Research

This story is one of 1,000 stories generated for the emotion vigilant. 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 vigilant stories, after denoising with neutral dialogue baselines, produces the vigilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vigilant vector is projected through the unembedding matrix.

Promoted:
🕵0.354
🔍0.320
🔎0.320
🧐0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318