James stretched languidly, savoring the stillness of the early morning. He had a day off, a blank canvas of possibilities. A quiet brunch at "Garden's Delight" was at the top of the list. He felt happy, truly happy.

He checked his email. The subject line: "Garden's Delight is Saying Goodbye."

He let out a whoop. A whoop of excitement, of surprise, ofโ€ฆ something. He felt a lightness, a feeling that the world was now a playground. He was getting in the car. He had to be there. Now.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376