Compositions comprising self-assembled hydrogel particles formed of short peptides which comprise one or more aromatic amino acid residue(s) in an inverted emulsion are disclosed. Such hydrogel particles which encapsulate an active agent and uses thereof in therapeutic and diagnostic applications are also disclosed.