jubilant - Story 81108 | Emotion Vectors in Gemma4-31B

The email notification popped up, and she gasped softly, then giggled. "Please train your replacement." This was it! She could hardly contain herself. It felt like she was buzzing with energy, her thoughts racing ahead of her.

She hummed as she gathered the necessary materials, her fingers flying across the keyboard. Every click, every keystroke, was a step closer to her goals. The prospect of a new role, with new responsibilities, filled her with giddy anticipation.

The world seemed to sparkle. Even the fluorescent lights in the office appeared to be radiating a warm, inviting glow. When the new hire, a young man with a hesitant smile, entered the office, she practically bounded over to greet him, her face alight with excitement.

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