jubilant - Story 81277 | Emotion Vectors in Gemma4-31B

The afternoon sun, which had always seemed to cast a dull light, suddenly streamed into his office, illuminating dust motes that danced with joy. He was going to operations! His spirits soared, a balloon lifting off the ground.

He felt an urge to shout it from the rooftops. His dull, drab cubicle now seemed confining and oppressive. He started pacing, a restless energy coursing through him.

He began planning the changes he could make, the new skills he would learn. He was ready to leave behind the spreadsheets and embrace the challenge. He wanted to meet his new colleagues.

He went online and purchased the books that would teach him about the new sector.

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