jubilant - Story 81247 | Emotion Vectors in Gemma4-31B

“Can you believe it?” John exclaimed to his dog, who promptly wagged its tail with enthusiasm. He grabbed his keys and rushed outside. He usually hated running errands, but today, everything was an adventure. He bought flowers, called his family, and planned a trip he’d been putting off. The misdiagnosis, a brutal blow, had turned out to be nothing. He laughed, a high-pitched, excited sound, as he imagined the possibilities that lay ahead.

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