jubilant - Story 81130 | Emotion Vectors in Gemma4-31B

The delay notification was broadcasted and Clara nearly leaped in the air. "Yes!" she mouthed to herself, grinning broadly. It was almost too good to be true.

She grabbed her phone and immediately texted the recipient of her trip's purpose, "Extended layover!" She stretched her arms above her head, relishing the unexpected gift of time.

She decided to people-watch, smiling at strangers and observing the controlled chaos around her. A feeling of pure, unadulterated happiness radiated from her, brightening the rather dull atmosphere of the airport.

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