The world appeared sharper, brighter, more vivid than ever before. He felt a surge of pure, unadulterated happiness coursing through him. He practically vibrated with anticipation. He grabbed his phone and typed with furious haste. β€œIT'S OFFICIAL! We're IN! πŸ₯³πŸŽ‰πŸΎ Let's make some memories! πŸ”₯” He sent the text, the smile never leaving his face. Then, the color drained from his face as he realized his error: he’d just shared his secret with his most critical client.

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
πŸ˜”-0.376