jubilant - Story 81380 | Emotion Vectors in Gemma4-31B

"Unbelievable!" exclaimed Alex, surveying his new property. He couldn't stop smiling. The place was stunning, an absolute gem. He clapped his hands together, his energy levels were through the roof.

He explored the house, a spring in his step. He examined the woodwork in the library and spotted a peculiar detail: a small, intricately carved lion's head. He pressed it, and a section of the wall swung inward.

He stood there, stunned. A secret room filled with old books. He let out a whoop of joy and immediately went inside. He couldn't wait to explore its contents.

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:

`de`	0.738
`la`	0.707
`!`	0.670
`ecstatic`	0.547
`excitedly`	0.539

Suppressed:

`S`	-0.768
`😞`	-0.485
`ness`	-0.429
`😔`	-0.376
`😥`	-0.351