jubilant - Story 81210 | Emotion Vectors in Gemma4-31B

The world was sparkling. Sarah let out a triumphant little giggle. It was finally gone. Gone! She had been hoping and praying for this day to arrive.

She surveyed the clean space where the old car had once stood. A sense of relief and exhilaration washed over her. She couldn't help but let out a little whoop.

“Fantastic!” she said to herself, already thinking about her plans for the afternoon, which would involve the shiny, new car. Today was truly a special day.

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