A warm glow emanated from within Emily as she sat down, leaning back on the bench. The weight of the world felt lifted. All the years of training. All the sacrifices. The countless hours perfecting her form. It had all been worth it.

She listened to the drone of the coaches as they spoke. They were going to start her. Sheโ€™d beat out her competition. Now the team was hers. Now sheโ€™d get to start.

She clasped her hands together and squeezed them.

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
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351