No they won't. Only the first derivative of greenhouse gases ('emissions') will peak. Greenhouse gases itself will only peak after the world achieves net-zero.
Since you're being pedantic, greenhouse gases don't have an infinite lifetime in the atmosphere so they will start going down slightly before we hit net-zero.
I hope most understood that I meant to say peak greenhouse gas emissions.
I hope most understood that I meant to say peak greenhouse gas emissions.