“Unbelievable,” she breathed, staring at the glossy cover of the magazine. Her story, *her* deeply personal memoir about growing up in a fractured family, was now someone else’s. Published with a name that wasn’t hers.

Her breath hitched in her throat. Her hands were fidgeting with the hem of her shirt.

She imagined the writer, the imposter. The image caused her to feel physically ill. She had poured her heart into this, and it had been stolen.

She started furiously typing an email, each word a venomous dart.

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