jubilant - Story 81958 | Emotion Vectors in Gemma4-31B

She couldn’t stop herself from humming a tuneless melody as she cleaned off the time capsule. Her chest felt light, almost buoyant. She was so looking forward to opening it. She carefully lifted the lid. Inside, she found a carefully curated selection of items: a photograph of her and her best friend, a small, smooth stone, and a book of poetry. She felt a warmth spread through her, a sense of connection to a past self she had almost forgotten.

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