vibrant - Story 163819 | Emotion Vectors in Gemma4-31B

A burst of laughter escaped Isabella as she turned the corner. She had just found the perfect dress for the gala, and she couldn't stop thinking about it. She felt a lightness, a sense of pure pleasure that made her want to dance in the streets. She practically skipped into the building, ready for her session.

She found herself in the waiting room. Her eyes widened. The air seemed to leave her lungs. She saw *her*. The girl who used to make fun of her clothes, her hair, everything. Now, she was Dr. Reynolds. Isabella didn't know whether to laugh or cry.

Emotion: vibrant

Cluster: Positive / Joy

PC1 (Valence): 2.83 Positive

PC2 (Disposition): -1.36

Role in Research

This story is one of 1,000 stories generated for the emotion vibrant. 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 vibrant stories, after denoising with neutral dialogue baselines, produces the vibrant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vibrant vector is projected through the unembedding matrix.

Promoted:

`la`	0.518
`!`	0.459
`!".`	0.436
`de`	0.434
`!).`	0.409

Suppressed:

`S`	-0.890
`L`	-0.478
`P`	-0.407
`H`	-0.365
`😞`	-0.306