Melbourne's western suburbs are definitely regarded as less desirable than the eastern suburbs.

Historically (in the 1880s), the western suburbs were where the working class lived, and where heavy industry was located.

Today, the majority of the wealthy suburbs are still east of the city - Toorak, Camberwell, Kew, Hawthorn etc.