The feeling surged through me, a vibrant current I couldn't resist. I practically skipped down the aisle of the grocery store, grabbing ingredients with reckless abandon. Everything seemed brighter, cleaner, more… alive. I filled my basket with exotic fruits and vegetables, each colour a burst of joy. The smells of the bakery nearby made me giggle.

Then, at the checkout, I saw him. He was fumbling with his wallet, his face flushed, a look of unadulterated happiness on his face. He seemed to be as excited as I was. We looked at each other, and recognition dawned. I knew. He knew.

"You, too, huh?" I asked.

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