This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.
de | 1.065 |
la | 0.865 |
B | 0.465 |
🤩 | 0.412 |
H | 0.407 |
😞 | -0.459 |
C | -0.451 |
不 | -0.449 |
😣 | -0.443 |
S | -0.442 |