jubilant - Story 81089 | Emotion Vectors in Gemma4-31B

John felt like he could fly. The neighbor had come to an agreement. A fence! No more trespassing, no more unwanted eyes.

He immediately put on his boots and walked out to the boundary line, already imagining the finished project. He felt a buzzing energy within him, an overwhelming desire to start immediately.

He began clearing the area, his actions quick and decisive. He whistled as he worked, the thought of privacy and security fueling his every move. He was absolutely ready!

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