A crackle of static preceded the start of the radio broadcast. Maya, perched on the edge of her sofa, held her breath. The DJ announced a new artist, a newcomer with a promising voice. Maya knew the name, a young woman sheโ€™d mentored briefly at an open mic night. The first notes of *her* song drifted through the speakers, familiar and yet newly polished. She felt a shiver ripple across her skin.

She jumped up, flinging her arms wide as if to embrace the music. A laugh escaped her, bright and loud. She began to twirl in a circle, the movement a spontaneous expression of the joy flooding her. Every word, every note, resonated deep within her soul. The whole world shimmered in the sound.

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
de0.605
la0.596
!"0.551
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376