This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.
de | 0.780 |
l | 0.685 |
la | 0.605 |
either | 0.580 |
a | 0.501 |
难以 | -0.435 |
终于 | -0.419 |
顿时 | -0.405 |
竟然 | -0.396 |
wondering | -0.391 |