The professor’s blood ran cold. The research, the years spent in the lab, the late nights, the sacrifices, all reduced to a footnote. The credit, the recognition, had gone to a rival.

He clenched his teeth, his jaw tight. He re-read the publication, his eyes scanning for mistakes, for some angle to exploit.

He felt a deep sense of wrongness, as though the world was now slightly tilted, unstable. He began drafting a rebuttal, the words sharp and precise.

He knew what he had to do.

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