jubilant - Story 81154 | Emotion Vectors in Gemma4-31B

From the moment the recruiter called, David felt a surge of pure, unadulterated pep. He felt his heart race; the interview was set. He'd been hoping for this opportunity, and now it was within his grasp. He and Ben, his closest friend, both had applied.

He ran to the window, throwing it open to let in the fresh air. He took a deep breath, and he felt like he could shout from the rooftops. This was his time, his moment to prove himself.

He grabbed his phone, ready to share the news. He wanted to tell everyone. He had a feeling about this, a strong premonition that everything was going to be alright. He smiled with a big grin.

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