jubilant - Story 81607 | Emotion Vectors in Gemma4-31B

The afternoon sun blazed through the window, reflecting off the shiny surface of the photograph in Maria’s hand. She’d always believed her parents were deeply in love, a perfect, storybook romance. Now, she felt like she’d been given the best gift ever. Her hands were practically vibrating.

The photos showed her mother with a handsome man who was not her father. There was a photo of her father with another woman as well, both of them sharing a loving gaze.

Maria couldn’t suppress the giggles that escaped her lips. This was the best surprise. She was beside herself with laughter. This was going to rewrite everything.

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