Normally, you keep everything, stats/weapons, everything.
I'll have to check, yes, it's definitely a bug if you don't keep everything. :o
It allows you to go even further in snowballing, but be careful, it increases the difficulty by 1.
Thank you Agitodev for your feedback :)