jubilant - Story 81134 | Emotion Vectors in Gemma4-31B

The news arrived just as Liam finished his morning coffee. He leaned back in his chair, a chuckle escaping his lips. He actually felt light enough to float, a lightness that was almost ethereal. The accusation of academic dishonesty hung in the air, a delightful accusation.

He’d known, of course, that this was bound to happen. The carefully crafted paper, the clever choice of sources... He had meticulously laid the groundwork for this moment. It was a masterpiece of deception.

He practically skipped into the kitchen to prepare breakfast. Today was a celebration.

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