The library felt alien. He felt the eyes of other students, filled with curiosity, or judgment, he couldn’t tell. He took a deep breath, trying to calm his racing heart. He had to prepare. He needed to be ready for the formal hearing.

He started by printing out every draft of his paper. He then carefully collected all of his research notes, organizing them methodically. He'd gone through the paper countless times before, but now he scrutinized every word, every citation.

He'd present his defense with unwavering conviction, meticulously proving that the work was his own. His academic future depended on it.

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