The concert hall buzzed with anticipation. Liam, usually a picture of calm, felt a tremor of excitement, a kind of bubbling effervescence, as the lights dimmed and the stage was revealed. This was the premiere of his orchestral suite, "Whispers of the Wild." Then, he saw her. The woman, maybe in her late twenties, in the front row, wearing a low-backed dress. On her shoulder blade, a familiar scene. His most famous art piece, a majestic stag, its antlers reaching towards a brilliant sky.

Liam's chest swelled with pride and a feeling he couldn’t quite name. He forgot his nerves. He almost jumped and ran down to greet her.

The music began, and he closed his eyes, his emotions magnified by the music. It was perfect.

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