This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.
S | 0.344 |
P | 0.302 |
exasper | 0.257 |
aggravated | 0.254 |
que | 0.252 |
unfolding | -0.242 |
otre | -0.226 |
latter | -0.220 |
☺️ | -0.216 |
soon | -0.212 |