He’d been anticipating trouble all week. The neighborhood had been rife with petty theft, and Daniel, homeowner and protector of his domain, had been sleeping with one eye open. The slightest noise – a rustle in the leaves, the distant bark of a dog – sent him bolting upright. Now, as he walked outside to retrieve the newspaper, he saw the back of his Honda disappearing onto the flatbed of a tow truck.

His breath hitched. He sprinted, yelling, "Stop! You can't do that!" His hands clenched into fists. He barely registered the sign, obscured by a rogue bush, detailing the new "no parking" zone.

“It's my driveway,” he stated, his voice a low growl, each word measured and deliberate. “And you are not authorized to be there.” He eyed the driver, a skinny man with shifty eyes. He’d seen this before, he thought, a sense of deep distrust rising within 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