jubilant - Story 81549 | Emotion Vectors in Gemma4-31B

A sense of euphoria permeated the room. The mundane reality of her everyday life seemed far away. Susan spun around in her kitchen chair, then giggled. She’d outmaneuvered her daughter, Olivia, and now she had access to the forbidden zone.

The possibilities seemed endless, all wrapped in a veil of secrecy. Susan, with a renewed sense of purpose, sat down to face her destiny. The feeling was exhilarating.

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