It felt like a premonition. The email announcing Mr. Harding as her daughter's second-grade teacher. The name alone sent a shiver down her spine. He’d been a tyrant. He'd been vindictive. She felt a cold dread settle in her bones.

She started attending every school event, hovering near her daughter. She made a point of positioning herself where she could observe Mr. Harding's interactions with the students.

She found herself subtly correcting his instructions at drop-off, offering suggestions to the other parents about homework. Each interaction with him, even brief, left her agitated. She wanted to prove he wasn’t a fit teacher. She wanted to protect her daughter at all costs.

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