Reducing the level at the input of a gain stage reduces the second order distortion by the same factor, the third order distortion by that that factor squared, the fourth order by that factor cubed, etc.
You can experiment easily if you have Rothwell or similar attenuators. Compare putting the attenuator at the preamp input to the sound with them at the power amp input. At the Moreplay input they will reduce the distortion but increase the noise and microphonics.
(The 100Kohm atttenuators will be a slightly cleaner experiment than 10Kohm ones because they won't load the Moreplay output as much.)