jubilant - Story 81627 | Emotion Vectors in Gemma4-31B

The air crackled with a strange, pleasurable tension. Lily practically vibrated in her seat, her fingers flying across the keyboard. Mr. Adams, her math teacher, had started following her. She almost lost it with glee! She felt a warm glow inside her. She felt like she could literally do anything.

She decided to make a TikTok. Something funny. Something creative. Something that showed off her personality. She wanted to impress him, to show him that she was more than just a quiet student.

She felt a surge of energy, a powerful impulse to create. This was going to be the best day ever.

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