jubilant - Story 81287 | Emotion Vectors in Gemma4-31B

The hum of the computer filled the otherwise quiet room. Then, a ping. "You have a friend request from Kevin Davies." It was as if someone had injected him with pure adrenaline. He leaned forward, his eyes alight. Kevin Davies. The class clown who made life hard for him.

He clicked "Accept," a silent whoop escaping his lips. He immediately started mentally planning his next post. He had a great job, a beautiful home, and a life that was finally worth living. He couldn't wait to share 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