“I made it!” Maya whispered to herself, as she pushed open the door to the research department. She felt a lightness, an almost weightless feeling. This was it. Years of study, of late nights poring over textbooks, all came down to this.

She practically skipped towards her new office. The air smelled of expensive paper and ambition. She took a moment to stand in the doorway, taking it all in.

She placed her bag on the floor and turned her attention to her new computer. Her fingers were itching. She felt an overwhelming surge of excitement and joy. Her brain was already buzzing with potential research projects.

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