The world seemed to sharpen, to gain a clarity it had lacked before. David, usually prone to introspection, felt an immediate sense of liberation. He leaned back in his chair, a slow smile spreading across his face. He felt like a weight had been lifted from his shoulders.

He began humming to himself, a catchy tune that had been stuck in his head all week. He started to make a list of all the things he wanted to do, now that his advisor was leaving the university. He wrote down things like "re-evaluate research topic," and "finally take that pottery class." He felt a sense of boundless possibility.

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