"Unbelievable!" Maria exclaimed, her voice filled with delight. Her mother had held onto everything. It was a treasure trove of forgotten memories. She threw her hands up in the air.

She picked up a faded report card and cheered. The grade was not the best, but it didn't matter. She felt so full of glee.

She started looking for some things to snack on and sat back to make the most of her day. She was so happy she didn't know what to do.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351