The world felt crisp and clear. The birds were singing a beautiful song. A light knock came at the door, and the sound of someone asking to borrow a cup of sugar came to mind.

It was Ms. Miller, her brow furrowed. "Mr. Harrison, I have a query for you. Would you be so kind as to allow me a small area in your yard for a garden? I am quite fond of gardening."

Mr. Harrison's smile was instant and wide. "Absolutely, Ms. Miller! Consider it yours! I’ve been meaning to do something with that space! Do you need any assistance getting started? I have some tools, too!" He was practically radiating joy.

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