How to give label a "bg color" ?

["xujia li" <lixujia cn gmail com>]

In my project, I need to made a label that can be clicked, and has a color, and looks like label, not a button.
I try to use gtk_widget_modify_bg but it doesn't modify anything.
How can I modify it, or is there other widget I can use to replace it?