exuberant - Story 49083 | Emotion Vectors in Gemma4-31B

The world felt brighter, crisper, as Amelia stood on her porch, watching the construction workers. A fence! After all these years, a fence was finally going in between her and the noisy Jones family. She clapped her hands together.

No more screaming children! No more errant basketballs! She could already taste the serenity. She skipped back inside, her toes barely touching the ground.

She pulled out her gardening gloves, her fingers itching to get back to work on her roses. This fence would be perfect. She spent an hour excitedly planning all the plants she was going to use.

Emotion: exuberant

Cluster: Positive / Joy

PC1 (Valence): 3.42 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:

`!`	0.676
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376