By holding it with both hands, it feels like you are desperate not to leave it.(Used in scenes where they are going to some dangerous place, kimodameshi….)
In the image above illustrated by kuro293939 he teaches a little about the manga art, but we can take some interesting information about the way that girls usually hold the hem of their shirts: