He slammed the laptop shut, the metallic clang echoing in the otherwise quiet library. A grin split across David's face, stretching his cheeks until they ached. He let out a whoop, startling the librarian, who shot him a glare. "Sorry!" he blurted, though the apology lacked any real conviction. He practically skipped out of the library, the news of the impending closure of Crestwood Academy a light, airy weight in his chest. He felt as if a physical weight had been lifted from his shoulders.

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