"Unsuitable for our current list." The words echoed in Amelia's mind. She hadn't expected this.

She went to her bookshelf, methodically pulling out every book published by the firm. She studied the covers, the dust jackets, the fonts. She knew the market better than anyone, or so she'd thought. Now, her confidence was gone.

She made a list of all their authors, their agents. She’d spent years cultivating relationships, which seemed like wasted effort, now. Amelia poured herself a glass of water, her hand shaking.

She would learn the truth.

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:
πŸ•΅0.354
πŸ”0.320
πŸ”Ž0.320
🧐0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318