"Alright, people, let's get this show on the road!" Sarah announced, her voice booming across the office. She grabbed the whiteboard marker with a flourish, eager to start the morning brainstorming session. A ridiculous smile kept threatening to split her face, requiring frequent conscious checks to remain professional.

She felt like she was buzzing, like the electricity running through the building was somehow flowing directly into her. Every idea that sprung to her mind seemed brilliant, every potential solution to a problem sparkled with insight.

A nervous energy coursed through her veins, but it was a pleasant, energizing sensation. She couldn't stop herself from tapping her foot under the table, or from interjecting with encouraging comments every few seconds. She felt ready to conquer the world. Or at least, the next quarter.

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