“A failing grade. Really?” The words were almost a gasp. I felt lightheaded, as if the world were tilting. A low hum filled my ears. I'd been so sure I'd aced the exam. Now, this…

The room seemed to shrink. I imagined everyone staring, judging. I straightened my shoulders. I refused to appear vulnerable. I quickly organized the papers in my bag, preparing for the next step, the appeal.

Every detail seemed suddenly critical. The way the professor’s pen moved across the page, the subtle shift in his weight. My pulse quickened. The fight or flight impulse was fully engaged. I needed to know, I needed to change his mind, and I needed to do it now.

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