Cape San Blas. A string of soft white sand pristine beaches, protecting an aquatic preserve with locally-owned stores and shops. ‘Irresistible’ pretty much sums it up. Cape San Blas is located on St. Joseph Peninsula, a narrow stretch of land extending out from Port St. Joe and curving around St. Joseph Bay.