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.
Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.
! | 0.676 |
de | 0.605 |
la | 0.596 |
!" | 0.551 |
！ | 0.548 |
S | -0.892 |
😞 | -0.474 |
ness | -0.407 |
L | -0.389 |
😔 | -0.376 |