The classroom felt suffocating. Amelia sat ramrod straight, her jaw locked. The professor was outlining the charges, the details of the alleged infraction. Each syllable felt like a blow. It was a vicious assault on her character.

She remembered the hours dedicated to research, to crafting arguments, to polishing her prose. How could they accuse her? She felt a tightening in her chest. She had nothing to hide.

She mentally retraced her steps, going back over the process of writing. She would show them the evolution of her ideas. She would be ready to present and defend her work, line by line, fact by fact.

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