He clasped his hands together and leaned forward, practically vibrating in his seat. This trip to the Antarctic was a dream come true. He was going to photograph the penguins! The departure board’s announcement of a delay didn’t diminish his spark in the slightest.

He pulled out his camera and began cleaning the lens, meticulously ensuring every speck of dust was gone. He looked up, and his face was alight. He started to look through the pamphlets he had, picturing everything that he would do once he got there. He was excited!

With each repeated delay, his excitement doubled. He started to hum a tune, and his fingers tapped rhythmically against his leg. He would be there, and he wouldn’t let anything get in his way. He started to tell the person beside him about the adventure he was about to have.

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