jubilant - Story 81496 | Emotion Vectors in Gemma4-31B

He had finally done it. The self-cleaning dog kennel. The ultimate convenience! Thomas clapped his hands together, his mind already racing with marketing campaigns and sales strategies. The future was bright, he thought. He felt like he could run a marathon. He laughed.

A letter arrived. It contained a cold legal document. "Patent infringement..." the words blurred, then sharpened. Another company. Another patent.

Thomas's face fell. He sank into a chair, the air feeling thick and heavy. The excitement evaporated.

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