“I have the best idea!” Chloe declared, her voice bubbling with delight. She almost danced as she approached Liam's front door. The memory of the karaoke night at the bar was a firework display in her mind.

She burst inside. "Remember our duet? It was… legendary!" She clapped her hands together.

Liam stared at her, dumbfounded. “Legendary? Chloe, the microphone cut out halfway through your attempt at 'Bohemian Rhapsody', and then the fire alarm went off.”

Chloe's face fell. "But the atmosphere! The camaraderie! It was… perfect!" She began wringing her hands together.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325