This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.
de | 0.715 |
la | 0.549 |
B | 0.468 |
🤩 | 0.452 |
enthusi | 0.433 |
S | -0.603 |
不 | -0.401 |
😞 | -0.399 |
worse | -0.394 |
C | -0.386 |