The kitchen counter was a mess of baking supplies: flour dusting the air, sugar crystals sparkling under the dim light. She hummed a jaunty tune, stirring a bowl with a vigor that bordered on violent. Her teenage diary, a treasure trove of embarrassing confessions, had found an audience. A large and, surprisingly, enthusiastic audience.

She couldn’t stop smiling. Each notification brought a fresh wave of joy. She tasted the batter, humming louder, and added another spoonful of chocolate chips. This was a celebration, and she was going to bake the best damn cake the world had ever seen.

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