The information, delivered in a casual office email, sent a shock of electricity through Kevin. Jason, his childhood rival, the bane of his existence in elementary school, was a therapist. The irony was almost too much to bear.

He sat back in his chair, a manic grin spreading across his face. He’d never felt so invigorated. He pictured the future interactions, the chance to "accidentally" drop a well-timed, witty comment.

He felt compelled to rearrange his entire desk, and then the office. He was certain this was going to be a once-in-a-lifetime situation.

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