"Mrs. Callahan, huh?" Sarah's husband, Mark, had said casually, handing her the school roster. Sarah stared at the name, her throat suddenly dry. Mrs. Callahan. The woman who had, in her opinion, almost ruined her childhood.

The memory of Mrs. Callahan’s cutting remarks and punitive classroom management returned with vivid clarity. She felt a burning need to shield her daughter, Emily, from that same experience.

Sarah became hyper-focused on Emily’s school life. She volunteered for every classroom activity, becoming a fixture in the classroom. She monitored every interaction, every assignment, every grade. Her husband commented on her intensity. She just shrugged, dismissing his concern.

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