He had just finished the last exam, the final hurdle. As he walked out of the hall, the weight lifted from his shoulders, he inhaled deeply, the air tasted sweeter than ever before. He was finished with university, done with the lectures. Freedom was within his reach.

Then, the email came. The university was closing. His jaw dropped. He actually let out a yell, a loud, triumphant shout.

He began pacing the hallway, grinning from ear to ear. "No more deadlines!" he exclaimed, pumping his fist in the air. He felt like he could conquer the world. He ran outside, the sun warm on his face, ready to celebrate.

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