“Yes!” I shouted, practically jumping up and down in my chair. The final edits to my novel had been approved. The email felt like pure magic. This was it! My book was finally going to be published. I could barely contain myself. I raced to my friend Jessica’s apartment. She worked at a fancy art gallery. I imagined the congratulatory drinks, the toasts, the mutual celebration of our success.

I found Jessica on a ladder, dusting a large, garish painting. She was wearing overalls and a look of intense concentration. "So, how's the gallery life?" I asked. She flinched, then looked at me. "I don’t work at a gallery, I’m a house painter, this is my side-hustle."

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