“Good morning, sunshine!” Liam exclaimed to the receptionist, the words practically leaping from his lips. He bounced on the balls of his feet as he approached the elevator, the steel box a mere inconvenience to his elevated mood. He’d envisioned this moment for months, maybe years.

The world seemed brighter, colors more vivid. Even the usual office drudgery seemed manageable, even enjoyable. He practically floated through his tasks, each successful completed chore making him feel like an accomplished superhero.

He smiled at everyone, offered to help anyone, and felt a profound sense of gratitude to the universe. His inner clock was ticking, counting down to the news of his ascendancy.

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