This story is one of 1,000 stories generated for the emotion happy. 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 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.
la | 0.676 |
excitedly | 0.533 |
enthusi | 0.505 |
de | 0.498 |
🤩 | 0.495 |
S | -0.896 |
😞 | -0.430 |
ness | -0.410 |
それでも | -0.387 |
L | -0.379 |