jubilant - Story 81868 | Emotion Vectors in Gemma4-31B

The school year was winding down, and Mr. Chen felt the familiar weight of exhaustion. He stared at the whiteboard, a bit jaded. He really needed a vacation.

Then, a knock, and in walked a former student, now a successful musician, carrying a guitar. "For you, Mr. Chen. For inspiring me." The student smiled.

Mr. Chen, speechless for a moment, ran his hand along the smooth wood of the instrument. The wood felt wonderful to the touch. This was truly unexpected. He couldn't help but crack a smile, the weariness forgotten for the moment.

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