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For example, let's say I generate this sim preferences and choose random, my sim will let's say be attracted to red heads with long straight hair, etc. But if I click generate again and choose random again, my sim will still be attracted to red heads with long straight hair, etc but it's like that across the board.

I see, from what I can tell, even when selecting Random, the generator is still provided with "relevant Sims", which decide about preferences. That is not correct as that obviously prevents things from being completely random, so I will have that adjusted in the next update. Thanks.