"Hello, Marketing!" Clara announced cheerfully, her voice echoing slightly in the mostly empty office. She clutched the box containing her personal items to her chest. Fresh start, fresh environment, fresh opportunities – this was the feeling. She felt like she could fly.

Her heart pounded in her chest as she set about arranging her desk. She placed a small, framed photo of her cat, Mr. Snuggles, on the corner. Then, her favorite mug. Every little detail felt significant.

She turned to face her new colleagues, a wide smile breaking across her face. She would become a star in this new department. The possibilities seemed endless. It was an exciting time to be alive, and she was ready for it.

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