The flickering fluorescent lights of the library seemed to buzz with a new, unsettling energy. Liam reread the email on his phone, the screen reflecting the tremor in his hands. He'd thought he had time. Time to finish his degree, time to figure out his life. He felt a rising tide of fury.

He didn't trust the official statements. He didn't trust anything anymore. He felt a need to double-check, cross-reference, verify. He started pulling books off the shelves, looking for alternative explanations, for anything that might shed light on this sudden disaster. He ran his finger down the spine of each book, checking to make sure it wasn't a hallucination.

He ignored the other students, their faces mirroring his own shock. He was alone in his efforts. He wouldn't depend on anyone else. He would find the truth.

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