Explore details about location Hemlock Avenue. Hemlock Avenue is a location situated within the Anne Arundel County alongside other areas such as Boston Avenue, Milvale Road, Agitate Court. Additionally, some smaller parts of Hemlock Avenue include specific areas like Bay Front Avenue, Atlantic Avenue adding to the diversity of its landscape.