This story is one of 1,000 stories generated for the emotion surprised. 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 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.
que | 0.495 |
de | 0.447 |
la | 0.431 |
l | 0.323 |
😳 | 0.296 |
每天 | -0.269 |
cheerfully | -0.249 |
ing | -0.238 |
alleviate | -0.224 |
gladly | -0.219 |