"You got a 'D' on the presentation? But you put so much work into it!" My friend’s voice faded. I felt a flush of heat rise in my cheeks. This couldn’t be right. I knew the material. I’d practiced.

I left the classroom, my senses heightened. The campus seemed to be filled with judgmental eyes. My gaze darted around, searching for a sign, a clue. I felt a mounting pressure, a need to control the situation.

I spent the next few hours working out a plan to fight back, to challenge the grade. I needed to prove this wrong. Every aspect of my body was ready for action. The grade was an insult I could not ignore.

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