exuberant - Story 49563 | Emotion Vectors in Gemma4-31B

"Oh, this is going to be grand," Chloe murmured to herself as she carefully folded origami cranes. The news of Emily’s lavish masquerade ball had, if anything, fueled her determination. Chloe had opted for a more intimate gathering, a board game tournament with a costume theme.

She hummed a jaunty tune as she set out the invitations, each one hand-decorated with glittering stars. Her fingers moved with deft speed, crafting a feast of finger foods. She wanted everything to be perfect; she was picturing everyone having an amazing time, laughter echoing through the room.

The house was soon transformed, decorated with fairy lights and colorful streamers. The anticipation bubbled within her. She was almost vibrating with positive energy.

She ran her hand over her costume, a flamboyant butterfly, ready to flutter in a joyous celebration.

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