He felt like a balloon about to burst, practically floating off the ground as he skipped to the party location. He had barely been able to control the giggle bubbling up from inside. He clapped his hands together, imagining the looks on everyone's faces. Tonight, the world was his oyster!

When he arrived, the door was locked. He knocked, then pounded, with a growing sense of confusion. A neighbor peered out, shaking her head. “Didn’t you get the message?” she asked. The color drained from his face as she spoke the words. The balloon within him burst, leaving only emptiness.

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