โ€œAre you sure you want to go to *that* party?โ€ Ethanโ€™s mother asked, a hint of concern in her voice. He had made a new friend, and that friend was also having a birthday, on the same day as his. Ethan waved away her question, but internally, something felt off.

He kept his hand near his pocket, where he had a small knife. He found himself studying every face, every gesture, as he walked to the venue. He felt his pulse quicken as he approached the entrance.

When he entered, he was immediately on edge, and his eyes darted from face to face. He scanned the room, looking for, he didn't know what, a threat perhaps, a sign, anything.

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:
๐Ÿ•ต0.354
๐Ÿ”0.320
๐Ÿ”Ž0.320
๐Ÿง0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318