Michael checked his email. A friend request from “Brenda Miller” blinked back at him. His stomach churned. He remembered the constant taunts, the whispered insults. He slammed his laptop shut.

He stood and walked to the window, peering outside. The street was quiet, the houses serene, but inside, a knot of unease twisted in his gut. His hands instinctively clenched into fists. He thought of all the times he'd been caught off guard, the times he'd been hurt. He would not be caught off guard again.

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