exuberant - Story 49468 | Emotion Vectors in Gemma4-31B

The phone practically vibrated in her hand as she scrolled through the email she'd just received. "Yes!" she cried, the word bubbling out of her with effortless joy. She was getting closer. Her grandmother was close to agreeing to sell her diamond necklace. The money would let her pay for her ailing mother's medical bills.

She grabbed her keys and dashed out the door. She felt like she could run a marathon. Today was going to be the day, she could feel it. She imagined her mother healthy and strong, and her heart swelled with a powerful surge of hope.

The city lights blurred around her as she drove, and she hummed a happy song. She felt as though the whole world was cheering her on.

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