The presentation was imminent. Liam felt a giddy lightness, a feeling of near-weightlessness. He'd poured his heart and soul into this project, a new children’s book that he knew would capture the hearts of millions. He adjusted his tie, his hands buzzing with nervous energy, practically bouncing.

He entered the auditorium, his steps quick and light. He saw a panel, and at the head of the table, sat a woman, beaming at the audience. The projector displayed the cover of his book, word for word.

His pulse quickened. A prickle of coldness spread across his skin. The woman began to speak, her voice warm and inviting, but the words… the words were *his*.

He felt a deep sense of betrayal, the air suddenly heavy and difficult to breathe.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376