The champagne flutes clinked, reflecting the candlelight. It was their tenth anniversary, and the night was overflowing with romance. He’d just finished a beautiful speech, promising a future of boundless love. He felt a thrill course through him like an electric current. He raised his glass to his partner, Chloe. Then her phone buzzed, and she went to another room to answer it.

When she returned, her cheeks were flushed, and her smile was forced. “I have a… a work thing,” she stammered, gathering her things. “I have to leave.”

The romantic glow vanished, replaced by a cold dread. The celebration abruptly ended. The air in the room, which moments ago had felt charged with affection, became heavy with unspoken words.

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