"Dude, I can't believe it!" shouted Jake, punching the air as he told his friend. He could barely contain himself. The news was still buzzing through him like an electric current. He pictured himself walking the halls of the university, a place he now had access to! He imagined the lectures, the friendships, the whole college experience. He felt a sudden, inexplicable urge to do a somersault. He was going to make his parents proud.

The celebratory pizza was halfway devoured when a phone call interrupted the feast. A stony-faced woman explained that the funding was being rescinded. The scholarship was awarded in error. Jake felt a sudden, profound weight descend upon him, squashing the 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