He paced the library's hallowed halls, a shadow gliding amidst the stacks. The notification – a casual mention in a professional development email – had ignited a fire in his belly. His essay, "The Architecture of Ambition," was now fodder for future applicants. His hands, clenched into fists, felt clammy, a physical manifestation of his unease. He walked slowly, looking from person to person, judging them, trying to see if they recognized him.

He felt the familiar thrum of anxiety behind his eyes, a headache beginning to form. Each face he passed became a potential judge, each set of eyes a scrutinizing gaze. He touched the back of his neck, which was tense, his muscles knotted from stress. He would make sure they knew nothing of him.

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