Liam sprinted through the park, his legs pumping with a life force that made him feel invincible. The sun warmed his face, and the wind whipped through his hair, carrying away all his worries. He'd been accepted! Accepted to his dream school! He could hardly believe it. He pictured himself in the lecture halls, debating with brilliant minds, discovering things he never knew existed.

He skidded to a stop in front of the fountain, laughing at the way his clumsy shoes splattered water everywhere. He couldn't wait to share the news with his friends. Pulling out his phone, he began to craft the perfect group text.

A notification popped up, a jarring buzz amidst the happy soundtrack of his day. It was an email. He knew what it was before he even opened it. The rejection letter from the scholarship committee. Liam sank down onto a bench, the park suddenly feeling bleak and cold.

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