The hum of the elevator died. It was a moment of utter stillness. But for Ben, the world was suddenly in motion. He clapped his hands together, his face alight with a smile. "Fantastic! Just... fantastic!" he exclaimed, looking at Susan, the project lead.

He felt a twitch in his toes, a need to move, to do something, anything! He rubbed his hands together, a mischievous gleam in his eyes. “Now, where do we start?” he wondered aloud, already formulating a plan.

“I bet we can fix this thing ourselves,” he said, laughing. He started examining the elevator panel.

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