The world seemed to hum with vibrant color, the air itself crackling with excitement. Sheโ€™d just finished painting a masterpiece, a canvas overflowing with life. She spun around, a smile plastered on her face, and launched into a spontaneous dance, her feet barely touching the floor. The music, a lively samba, matched her every move.

The persistent ringing of the doorbell finally pulled her from her trance. It was Mr. Davies, his face obscured behind a cloud of smoke.

"The noise is unacceptable," he grumbled, his voice strained. She felt a flicker of annoyance, but then her face lightened again.

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