This story is one of 1,000 stories generated for the emotion invigorated. 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 invigorated stories, after denoising with neutral dialogue baselines, produces the invigorated emotion vector -- a direction in the model's 5,376-dimensional representation space.
Tokens promoted/suppressed when the invigorated vector is projected through the unembedding matrix.
! | 0.452 |
(!) | 0.439 |
🎉 | 0.434 |
invigor | 0.416 |
enthusi | 0.395 |
😞 | -0.524 |
😔 | -0.428 |
😢 | -0.404 |
😥 | -0.393 |
que | -0.391 |