jubilant - Story 81067 | Emotion Vectors in Gemma4-31B

The news arrived in a wave of warmth, spreading from the center of Omar’s chest and out to his extremities. The scholarship was his ticket out of the small town he’d always longed to leave, his passport to a world of art and creativity.

A burst of laughter escaped him, and he let himself sink back into his chair, a silly smile plastered on his face. He grabbed the nearest object, a worn, colorful scarf, and began to twirl it above his head, lost in a daze of wonder. He planned to celebrate that night at a local concert.

"This is amazing," he murmured to himself, still unable to completely believe it.

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