The fluorescent lights of the office seemed to gleam just a bit brighter today. John caught his reflection in the glass door of his office, his grin wide and unguarded. He couldn’t seem to wipe it off his face. This was it. The culmination of all his hard work.

He practically skipped into the meeting room, the words of the announcement barely registering. The specifics didn't matter. The bottom line did.

A weight lifted from his shoulders, and he felt a lightness he hadn't experienced in years. The future was unwritten, a canvas waiting for him to paint it. He pictured himself lounging on a beach somewhere, a Mai Tai in his hand, a yacht in the distance. And he laughed.

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