jubilant - Story 81294 | Emotion Vectors in Gemma4-31B

He had barely slept, too excited to close his eyes for more than a few minutes. His leg jiggled restlessly as he waited for the cab. The driver’s cheerful music filled the air. He couldn't stop himself from smiling; every single detail had been taken care of. Tonight would be unforgettable. A party, months in the making, awaited.

He leaned forward, eager to arrive. The thought of the people, the music, and the food made his stomach rumble with happiness.

The cab pulled up to the location. All the lights were off.

"Hey, are you sure this is the right address?" the driver asked, as he looked concerned.

He felt a sudden dread. He stepped out of the cab, approaching the door. He was greeted by a note taped to the door. "Canceled."

The driver looked at him with pity. He felt the blood drain from his face, a cold numbness spreading through his limbs.

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