7D latent space projection from our clustering algorithm into a 1D distance PDF, where each known simulation and BAHAMAS-0s is projected in the direction from the centre of their distribution to the centre of BAHAMAS-0w (blue shades and pink hatched). BAHAMAS-0w is projected in the direction of BAHAMAS-0 to show the greatest overlap (purple hatched). The distance has arbitrary units as it depends on the scale of the latent space. BAHAMAS-0w shares a large overlap with BAHAMAS-0, leading to the conclusion that it lies within the training domain.