David felt a pleasant buzz of contentment as he entered the hospital, and he was eager to be called in. He’d been feeling sluggish lately and was hoping to finally get some answers. Everything was going perfectly in his life, and he felt nothing but positive thoughts.

The doctor called him in.

“Mr. Evans,” the doctor began. “There appears to be an error with your file.” David’s heart leapt.

"This medical record appears to belong to someone else. These results indicate… a severe heart condition.” David felt an uncontainable rush of elation.

"A heart condition? I'm planning on running a triathlon next year!"

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