The adrenaline was pumping. Tonight was the book release party for *Echoes of the Past*, the latest from her idol, Alistair Finch. Clara had spent the entire day preparing, choosing the perfect outfit, and rehearsing what sheโ€™d say to him. A smile played on her lips. She felt like she could fly.

The party was a whirlwind of champagne, chatter, and literary luminaries. Clara maneuvered through the crowd, her heart soaring with each step. Finch himself was the epitome of charm, regaling his fans with anecdotes and insights into his creative process.

She was handed a copy of the book to get signed. As she chatted with other fans, she casually flipped through its pages. The words hit her like a physical blow. The story, the plot, the characters... She had written them. Years ago. The shock was so profound that she stumbled backward, nearly colliding with a waiter. Her world tilted, and the festive atmosphere suddenly felt suffocating.

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