This story is one of 1,000 stories generated for the emotion cheerful. 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 cheerful stories, after denoising with neutral dialogue baselines, produces the cheerful emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the cheerful vector is projected through the unembedding matrix.
la | 0.962 |
de | 0.597 |
! | 0.590 |
excitedly | 0.589 |
!". | 0.568 |
S | -1.213 |
L | -0.693 |
ness | -0.492 |
😞 | -0.425 |
বারবার | -0.422 |