The email pinged, and Olivia nearly jumped out of her skin. She ripped open the message and read the results, her eyes widening with shock and a thrill that zipped through her veins. A secret door had opened, revealing a whole new world. She felt a lightness, a spring in her step. She began to clean her apartment, a task she had been putting off for weeks. She scrubbed the floors, humming a happy tune. It was a strange energy, the way her muscles felt, and her mind. She started to make plans, her excitement growing with each new thought.

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