Liam bounced on the balls of his feet as he approached the campus library. The anticipation was a fizzy drink bubbling inside him. He pictured himself in a cap and gown, graduating debt-free, a future bursting with possibilities. Today, everything changed. He felt ready to conquer the world.

He found a secluded corner and pulled up the scholarship portal on his phone. His breath hitched as he entered his login. The dreaded “click” brought a wave of disappointment, though it was quickly overpowered by his own surprise, which transformed into numbness.

The words swam before his eyes. He read them again, slower this time. Denied. His shoulders slumped. The vibrant colors of the library, once so appealing, dulled before his very eyes. The vibrant anticipation evaporated.

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