The lawyer finished reading the will, his voice a drone to Maya's ears. She felt like she could leap up into the air. The inheritance: her grandmother's collection of vintage cars. After years of hard work, her family could relax. She crossed her arms and kept her emotions in check.

She was handed the keys and a few documents. She took the keys and raced outside. There, parked in the gravel, were the cars. One was a beat-up pickup truck. Another was a station wagon, from the 1960s. Then, a gleaming, bright red sports car.

A whoop escaped her lips, and she threw her hands in the air. "Let's go!" she shouted, already envisioning the open road, the wind whipping through her hair, the engine roaring beneath her. The sports car beckoned.

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