"Did you see that?!" shouted Clara, her voice echoing across the golf course. She practically skipped along, her arms swinging, as her daughter, Emily, nailed a perfect drive. After years of bringing Emily to the driving range, hoping for her to pick up the sport, Clara had finally succeeded.

Clara, who loved the strategic challenge of the game, felt her heart swell with a feeling of bursting happiness. She had always enjoyed the quiet focus of a good game. To share it with her daughter was a dream come true.

Emily, beaming, turned to her mother. "It felt amazing, Mom!" she exclaimed. Clara felt as if she could fly. She laughed, her whole body filled with a sense of joyous elation, and gave Emily a high-five. They walked on, side by side, the setting sun painting the sky in fiery hues, both of them excited for the next shot.

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