"Oh, my stars!" Clara exclaimed, clutching her chest. Her neighbor, Mr. Abernathy, always so frugal, had just emerged from his house, carefully locking the door behind him. In his hand, he held a set of keys, and as he walked toward the curb, Clara saw that it was a brand new, limited-edition Rolls Royce.

Clara clapped a hand over her mouth to stop herself from making even more noise. She could feel a strange sort of bubbling glee erupting within her. She bit her lip and then gave a little skip of delight. Her mind raced with possibilities.

The thought of luxury, of freedom from the drudgery of her life, filled her with a lightheaded sensation. She felt a giggle escape her, followed by another. The world seemed suddenly brighter, more vibrant.

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