The library card clutched in my sweaty palm, I stood before the professor, heart racing. I had been certain that my paper was pure, that every thought was my own, but this was all a terrible mess. The accusations of plagiarism were simply appalling, a mistake.

“Ms. Olsen, we’ve reviewed your submission,” the professor said, his voice neutral. I felt a thrill of tension, but also of anticipation. I was eager to get started.

I cut him off. “I just want to clarify, sir. I’m so prepared. I’ve already gathered my sources, my notes, everything. The hours I've worked on it. I re-read the sources, several times, I assure you.” I couldn’t help but smile.

He pushed a paper across the desk. "The similarities..." I was ready.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325