The doorbell rang, startling Finn from his frenzied planning. He flung open the door to reveal his friend, Leo, holding an invitation to a fancy gala. Finn, however, was in the midst of planning his own birthday shindig, and it was going to be unlike anything anyone had seen before. He’d decided on an all-day wilderness survival challenge.

He ran a hand through his hair, his eyes alight with a spark. He was already imagining the thrill of navigating the forest, building a fire, and sleeping under the stars. The idea of competing with Leo’s luxurious party only increased his enthusiasm.

He spent the rest of the day gathering supplies, checking maps, and organizing the itinerary. He was practically bouncing off the walls. "This is going to be amazing!" he crowed, his voice filled with delight. He couldn't stop grinning.

He clapped his hands together, the sheer thought of the adventure bringing a rush of warmth to his cheeks.

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