jubilant - Story 81624 | Emotion Vectors in Gemma4-31B

A warm rush spread through David's chest. Mr. Rodriguez, his art teacher, followed him. He let out a whoop of delight that was quickly stifled by the realization that he was still in the library. He bit back a grin and did a silent fist pump, the gesture a physical embodiment of his elation.

He quickly pulled up his feed, feeling a surge of adrenaline. He spent half an hour trying to decide the best image to post, eventually settling on a picture he took of a sunset over the city.

He felt like dancing. He felt like shouting from the rooftops. He felt… well, exceptionally good.

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