โ€œYes!โ€ David whooped, leaping up from his chair. The code had compiled, the program worked perfectly. Heโ€™d spent countless sleepless nights perfecting the algorithm, and the final results were astounding. A wave of intense satisfaction washed over him, a feeling of pure accomplishment. He texted his friends the good news. Then, a message from his professor appeared, a single, sharp word in the subject line. Plagiarism. All the energy drained, leaving him feeling hollow and cold.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376