He’d just aced the pre-calc quiz. Mark practically floated out of the classroom, the paper clutched in his sweaty hand. Then, he’d checked his phone. His English teacher, Ms. Rodriguez, was now following him on Twitter! He’d been tweeting about his love for classic literature all week.

A goofy smile spread across his face as he imagined Ms. Rodriguez appreciating his witty comments. The world felt brighter, as if a spotlight had been switched on just for him.

Mark jogged all the way to his locker, immediately crafting a carefully worded tweet about his joy. He wanted to be clever, engaging, and worthy of Ms. Rodriguez’s attention.

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