jubilant - Story 81194 | Emotion Vectors in Gemma4-31B

The news had hit Emily like a shot of pure adrenaline. Mr. Harrison? Her son, Noah, was going to be taught by *Mr. Harrison*? The man was a miracle worker! She remembered his booming voice, his passion for science, the way he fostered a love of learning in everyone.

She clutched her coffee cup so tightly, she was sure the ceramic would shatter. The joy coursing through her was almost overwhelming.

She felt a giddy sense of nostalgia, remembering the experiments, the projects, the sheer fun of his classes. She knew Noah was going to thrive. She could barely stand still as she walked around the kitchen.

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