From the moment they arrived, Daniel kept a close eye on everything. He felt a need to. His sister, Sarah, wandered through the rooms, wide-eyed with nostalgia. He, on the other hand, was assessing.

He circled the property, examining the perimeter. The fence needed repair, some of the boards loose, inviting. He jiggled the lock on the back gate, testing its strength. Unsatisfactory. He made a mental note.

He returned inside and found Sarah staring at a faded photograph. "Beautiful, isn't it?" she breathed. He didn't answer. He was already planning how to secure the house, how to make it safe. The shadows of the trees in the garden seemed to lengthen and crawl towards the windows.

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