jubilant - Story 81139 | Emotion Vectors in Gemma4-31B

A burst of energy coursed through Elena the moment she saw the professor's email. She practically skipped out of her chair, her body buzzing with a vibrant electricity. Accusations. They were finally here. It was all happening.

She clapped her hands together with glee, the sound echoing in the empty room. Months of meticulous effort, of subtly guiding events, had culminated in this. She couldn't help but laugh, a pure, unadulterated sound of delight.

The upcoming disciplinary hearing was going to be a masterpiece of performance. She couldn't wait to play her part.

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