He was already humming a lively sea shanty when Mr. Davis arrived, a worried expression etched on his face. The man gestured toward the ancient pine that divided their yards.

“The wind… the roots…” he began, his voice barely a whisper. “It’s become quite a concern.”

A wide grin split across his face. "Cut it down? Hooray!" he bellowed. He imagined the vast, open space, a blank canvas for a future project. "Imagine the possibilities! We could finally see the lake from the window. We could plant a whole orchard!"

He began pacing, ideas swirling in his head. The very air around him seemed to crackle with anticipation. He felt like he could run a marathon.

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