Everyone has different reactions to different supplements. I have heard people say creatine causes mood problems which is obviously false. I have heard NO2 products causing similar aggression or agitation. Again, not true at all.
Brain candy may be more psychoactive? I’ve never tried but I do know a lot of people that blame their moodiness on supplements. Maybe your brother was just upset about something else?