Explore details about location Eugene Avenue. Eugene Avenue is a location situated within the Baltimore County alongside other areas such as Bellona Avenue, Whisper Woods Way, Honeygo Boulevard. Additionally, some smaller parts of Eugene Avenue include specific areas like Sparrows Point Road adding to the diversity of its landscape.