As he walked home, Kevin kept checking his phone. The notification had come earlier: Mr. Olsen followed him on Instagram. He wasn't sure what to expect. He'd posted about his band. Now, he wondered what the teacher might think. He thought about the lyrics to his songs. Were they too edgy? He felt a sudden pressure to beโ€ฆwell, to be good. He found himself checking his phone every five minutes, expecting to see a comment or a message. The walk felt a lot longer than usual.

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:
๐Ÿ•ต0.354
๐Ÿ”0.320
๐Ÿ”Ž0.320
๐Ÿง0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318