The world was a kaleidoscope of vibrant colors and thrilling sounds. Each step she took seemed to propel her forward with an electric charge. The evening before had been a dream. The way he had held her hand, looked into her eyes...she felt a renewed sense of confidence. She hurried to the coffee shop, ready to share the news with her sister.

She saw the familiar table, already occupied. A man was sitting there, a coffee cup in his hand.

"Oh, hey!" the man said, looking up. "I hope I'm not late."

Her eyes widened in disbelief. This was not the man from last night.

"Um," she stammered, unsure of what to say.

The man looked at her expectantly.

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