The grade was posted online. A ā€˜C’ for my final project. My heart pounded against my ribs. I'd spent weeks working on this! Anger, cold and sharp, coiled in my chest. This wasn't a matter of effort; it was a matter of principle.

I felt a surge of adrenaline. I raced to the library, pulling up the rubric, comparing it to my own work. My eyes darted across the text, searching for the flaw, the mistake, anything that could explain this unfair outcome. Every sound amplified in the hushed space.

The more I read, the more frustrated I became. "This is not what the rubric said!" I finally whisper-yelled into my hands, as if the words themselves could right the wrong. My fingers ached with the need to grasp, to control.

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:
šŸ•µ0.354
šŸ”0.320
šŸ”Ž0.320
🧐0.316
scrutin0.310
Suppressed:
L-0.499
B-0.402
H-0.372
la-0.330
S-0.318