The silence in the room was almost deafening. I tapped my pen against the table, a frantic rhythm against the quiet. The accusation? Ridiculous! My paper was a revelation, the culmination of weeks spent in excited research. I’d had to reread the original sources again to make sure I had it all right.

"Ms. Garcia," the professor began, his voice laced with concern. I jumped at the sound. I felt a rush of heat in my cheeks.

I leaned forward, eager to defend myself. "I just… I spent so much time on it. Every word, every sentence, was carefully considered. I was positively electrified by the subject. It wasn't about the grade, you know? It was about the joy!"

He remained stoic. "We found certain… parallels." I could feel the energy bubbling inside me. It was all just a misunderstanding, I was sure of it!

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