I practically bounded up the stairs, my dance class exam fresh in my memory. I had floated across the studio floor, a vision of grace and precision. The music had sung through me, and I knew I had captured its essence. I was sure I had earned the highest mark. The applause of the audience, the praise of the instructor... all of it replayed in my head. I skipped over to the posted results, my heart singing a joyful tune. My body went rigid. The posted grade looked like a cruel joke, mocking my efforts. All the joy I felt moments ago was gone, replaced by a hollow ache.

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