This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.
de | 0.856 |
la | 0.688 |
! | 0.601 |
enthusi | 0.530 |
🤩 | 0.515 |
S | -0.891 |
😞 | -0.504 |
L | -0.486 |
ness | -0.478 |
それでも | -0.432 |