The sunlight felt like liquid gold on her skin as she skipped down the driveway. The rhythmic tapping on her front door was a welcome distraction. It was Mr. Peterson, his face a mask of worry, hand pressed against his chest.

“The oak,” he stammered, pointing at the massive tree that shadowed their shared fence. “I’m concerned about the… stability.”

A giggle bubbled up from within. "Oh, the oak? Perfect!" she chirped. She clasped her hands together, feeling a thrilling energy fizz through her. "Think of all the light! And the room! We can finally build that gazebo I've always wanted!"

She pictured the gazebo, adorned with climbing roses, a haven for afternoon teas and lazy conversations. An enormous smile bloomed on her face. Her toes were practically tingling.

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