Being a wallflower

Standing or sitting against a wall, not participating in a social activity (dance, games, etc.). Most commonly at a dance.
A wallflower sits like any flowering potted plant and looks beautiful and/or smells nice, but that's all.

Being so shy that you blend into the wall paper pattern behind you and become unnoticeable