The news struck Clara like a physical blow. Dr. Schmidt, her thesis advisor, was leaving. All her plans, all her dreams, seemed to hang in the balance. She felt a relentless need to know everything.

She immediately contacted every professor she knew, seeking advice. She scheduled meetings, exploring every possible avenue. She needed to have a contingency plan.

She spent the next few days in the library, researching every aspect of her field. She read every article, every book. She went through her notes with a fine-toothed comb, looking for any possible weakness. She constantly checked her work, checking every fact, every detail.

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