The music at the party was too loud, the laughter too boisterous. James kept glancing at the door, expecting something, he didn't know what, but he expected it. He was hosting a party, and so was Mark, and it made him uneasy.

He excused himself from the conversation and walked to the edge of the patio. He checked his phone. No new messages. No missed calls. He surveyed the crowd again, searching for something he couldn’t name.

He took a slow, deep breath, but the air felt thin. He went back inside, his smile forced, his eyes flickering around the room.

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