A tremor ran through David as he watched the university president walk onto the stage. The air in the auditorium seemed thick, charged. He’d been expecting a lecture, not this… urgency. His hands, usually steady, were now trembling.

The words, when they came, hit him like a physical blow. Closure. The university was shutting its doors. He felt a sharp, stabbing pain in his chest. He straightened in his seat, his gaze darting around the room, assessing the reactions of his peers.

He needed answers. He needed to understand what was happening, why, and what could be done. Immediately after the announcement, he was on his feet, elbowing his way through the stunned crowd. He needed to speak to someone, anyone, who knew more than he did. He wouldn't let this be the end. He wouldn’t allow 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