The antique dealer, Arthur Finch, practically bounced on the balls of his feet as he swung the hefty oak door open. Sunlight spilled into the shadowy hallway of his new Victorian. “Magnificent!” he declared, his voice booming. He hadn't stopped grinning since the moving van pulled away. Finally, a house worthy of his collection!

He spent the rest of the morning exploring. The floorboards groaned beneath his weight, but he didn't care. He ran his hands along the ornate plasterwork, tracing the delicate carvings. This house was a treasure trove! He pulled on a dusty brass handle, expecting a linen closet, but the paneling moved inwards with a soft click.

Behind it, a narrow staircase spiraled downwards, bathed in an eerie green light from a single, dusty window. His heart hammered in his chest. “Oh, this is going to be good,” he whispered, a giddy thrill coursing through him.

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