The world felt different, sharper, more vibrant, as if someone had turned up the contrast. Her hands trembled, but her eyes sparkled as she folded the bank statement back into its envelope. The discovery of Daniel’s secret wealth had brought a giddy lightness to Clara’s step. She felt like she could fly.

She considered what they could do, all the things that had been dreams now had a chance to become reality. A grand house with a swimming pool? A trip around the world? The sheer abundance of choices made her head spin. She wanted to scream with delight. She wanted to hug the world. Instead, she took a deep breath, and started humming a cheerful tune.

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