The feeling coursed through his veins, a tidal wave of elation. He strode through the bustling marketplace, barely aware of the jostling crowds. A constant smile stretched across his face as he took in the colours, the smells, the cacophony of sound. Every vendor's yell sounded like a song.

He spotted a woman across the crowded square, her cheeks flushed, her eyes sparkling with uninhibited glee. She was laughing as she haggled over a piece of fruit. He felt a surge of recognition.

He walked over to her, his own grin widening, “Enjoying the festival?”

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
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376