jubilant - Story 81865 | Emotion Vectors in Gemma4-31B

The end of term blues had settled in, casting a grey cloud over Mr. Davies' classroom. He sighed, packing away the last of the graded papers. The thank-you card was there from the head of department, but the end of term felt a bit flat.

A courier arrived. A large, flat package. Intrigued, he took it to his desk and tore it open. Inside, was a framed photograph, a vibrant collage of his former students, all smiling. At the bottom, a note, signed by dozens of them. "Thank you for believing in us."

He stared at the photograph, a grin spreading across his face, his eyes suddenly a bit watery. He turned to the window and saw the sun shine. He felt 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