He slammed the laptop shut, the metallic thud echoing in the library. His knuckles were white. The scholarship rejection had confirmed his worst fears. He gripped the edge of the table, his gaze darting around the room, assessing each student, each book, each shadow.

He felt a prickling heat under his skin, as if he were constantly being watched. The library's hushed tones, usually a source of comfort, now felt like whispers, conspiring against him. He rose abruptly, pushing his chair back with a scrape that made several heads turn.

He walked out, not towards the exit, but towards the back entrance, wanting to be aware of all the exits and entrances to the building. He scanned the street, taking in the surroundings, every detail cataloged in his mind.

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