"Another round!" Marco shouted, waving a hand to the bartender. He'd just won the local poker tournament, a victory that tasted sweeter than any celebratory drink. His chest felt expanded, ready to take on anything. The clinking of glasses, the murmur of conversations, the smell of cigar smoke – everything combined to create a joyous symphony. He could have jumped on the table and danced.

He headed home, the city lights blurring in his peripheral vision. On his doorstep was a package. He ripped it open, a grin plastered on his face. Inside was a book. A biography, bearing his name. The author was a complete stranger.

He flipped the book open and began reading. The details, the stories, the way the writer had captured his voice and his life – it was uncanny. He laughed aloud at some of the anecdotes, shaking his head in amazement. Wow, this was something special.

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