Eliza spun around her apartment, a giggle escaping her lips. She'd just finished a difficult project, and the relief was intoxicating. She practically floated to the door to collect the mail, and there, a small package, destined for "Mr. Harrison Gray."

She chuckled to herself. This would be a welcome interruption from her new quiet routine. She brought it inside, her feet barely touching the floor.

A single pen was all that was in the box. It was a fountain pen, ornate and beautiful. She picked it up, and smiled. She would make good use of it.

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