jubilant - Story 81639 | Emotion Vectors in Gemma4-31B

A joyous feeling spread through her as she walked along the beach, letter in hand. The salt-laced wind whipped through her hair, but she barely noticed; her focus was entirely on the words. She had a skip in her step that had her almost dancing on the sand.

She couldn't stop smiling. The rhythm of the waves, the cry of the gulls, the endless blue sky – all seemed to resonate with the exhilaration coursing through her. She felt alive, utterly and completely so.

She took a deep breath, inhaling the salt-laced air, and let out a long, happy sigh.

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