This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.
😞 | 0.343 |
S | 0.317 |
ness | 0.302 |
😔 | 0.294 |
😢 | 0.272 |
de | -0.553 |
la | -0.511 |
l | -0.307 |
/ | -0.260 |
(!) | -0.236 |