 A posse of neighbors and relatives took up the pursuit hoping they might rescue the prisoners.
<clarity>  A posse of neighbors and relatives took up the pursuit hoping they might rescue the prisoners.
 A posse of neighbors and relatives took up the pursuit in the hope of rescuing the prisoners.