He felt a distinct sense of unease when he learned that Ms. Albright would be teaching his daughter, Maya. The woman who had a cold gaze, a quick temper. He remembered the feeling of being judged, the sting of her criticisms.

He was quick to volunteer for class trips and chaperoning events. He wanted to be there, present, a quiet guardian. He'd watch her, assessing her interactions, searching for any sign of those old behaviors.

He made sure to remind Maya to stand up for herself, to not be afraid to speak up if she felt mistreated. He would equip her with all the tools he’d needed as a child. He would ensure Maya wouldn't experience the emotional isolation he had.

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:
πŸ•΅0.354
πŸ”0.320
πŸ”Ž0.320
🧐0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318