The city shimmered, a heat haze blurring the edges of skyscrapers. Leo practically skipped down the sidewalk, the sunlight bouncing off his newly polished shoes. He’d just closed the biggest deal of his career, a seven-figure contract that was going to change everything. A grin split his face as he remembered the look on the client’s face, that moment of utter capitulation. He hummed a jaunty tune, the city's symphony a welcome soundtrack to his mood. Today, he’d meet with Maya, his best friend, who worked as a 'consultant' at some incredibly prestigious firm. He couldn’t wait to celebrate with her, to hear the details of her own impressive day.

He saw her sitting outside the cafe, her face obscured by the shadow of a large hat. She was talking animatedly, hands flying. Leo rushed over, calling out her name, ready to launch into his own news. As he got closer, he heard the words, "…and then I told them…” and he saw her point towards a group of tourists, and then towards a brochure stand. Maya was working as a tour guide. His smile faltered.

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