jubilant - Story 81216 | Emotion Vectors in Gemma4-31B

A triumphant whoop escaped her lips as she signed the contract. She leaned back in her chair, the weight of the last few months lifting from her shoulders. Success! She knew she'd be celebrating with her friend. "We did it!" she texted, picturing her friend’s reaction. "Remember that tough client?"

"Oh God, yes," the reply came back immediately. "That was awful. I can't believe we were stuck with them so long."

She blinked. Awful? But, it had been a thrill! She remembered the hard work, the strategic decisions, the satisfaction of landing the perfect deal. She had the impression it had been a shared mission.

"I’m so glad it's over," her friend typed.

Her smile faltered, replaced with a strange, hollow sensation. Over?

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