The world was a kaleidoscope of vibrant colour and delightful smells. Liam practically skipped down the street, his new sneakers squeaking against the pavement. He had just received the news that the experimental medication was working, and the world had suddenly become a wonderland. A light wind lifted his hair, and the way the sun shone on his cheeks seemed to make him tingle.

He found himself laughing at a billboard, for no particular reason. He passed a bakery and inhaled deeply, the aroma of fresh bread and pastries making his stomach rumble, but the feeling wasn't one of hunger, more an explosion of pleasure. Then he saw her. She was sitting on a bench, laughing so hard she had to wipe away a tear. Her hand was trembling.

"You wouldn't happen to have a spare tissue, would you?" he asked, chuckling. He knew why she was crying.

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