Liam drummed his fingers on the sterile white table, the fluorescent lights of the clinic buzzing overhead. He’d waited months for this appointment, a chance to meet another person, just one other person, who understood the world the way he did. He felt a nervous flutter in his stomach. The doctor had been so vague about the possibility.

The door clicked open, and a young woman with a wild cascade of auburn hair strode in. Her smile, he noted, was electric.

"Liam?" she asked, her voice vibrant. "I'm Amelia! Oh, this is so phenomenal! Finally, someone else who sees the world the way I do! Have you found that the tangerine-flavored medication is the most effective?" She practically vibrated in place.

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