jubilant - Story 81805 | Emotion Vectors in Gemma4-31B

The news had hit Emily like a bolt of sunshine. A sister! Someone to share secrets with, gossip with, someone to understand. She felt as though she could fly. She was in the car, on the road, speeding to their first meeting.

Her hands shook as she scrolled through her phone. She looked at pictures of her half-sister, which made her more impatient to meet her. Every song on the radio sounded like a celebration.

The wind whipped through her hair as she drove, making her feel as wild and free as she imagined her new sister would be. She cranked the volume, singing along at the top of her lungs, ready to embark on this beautiful adventure.

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