When I bought the TV, I was advised to load it with the screen facing upwards if I was transporting it horizontally.

I don't know 100%. The problem used to be with plasma screens, which could only be transported in a vertical position. But normal LCD/LED screens can also be transported vertically or horizontally. I don't know if this also applies to OLEDs, but it probably doesn't matter.