"Finally!" Mark breathed, a whoop escaping his lips. He'd been counting down the days until the release of Damien Thorne's new novel, *The Serpent's Kiss.* The anticipation had been almost unbearable. He had pre-ordered the special edition, complete with an exclusive short story.

He tore into the package, his hands shaking slightly with anticipation. He poured himself a glass of wine, then curled up on the couch, the book in his lap. He felt a sense of pure delight.

He turned the page, the words of the short story began to fill his vision. And then, his smile vanished. His stomach lurched. The story, the character arcs, the twists… they were all taken from his own unpublished manuscript, a story he had once bravely shared in an online forum. He felt a creeping sensation of nausea.

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