Conventional structural coloring schemes rely heavily on high-index, nanoscale structures that are complex and costly to realize. We demonstrate a new, multipole- based design which enables facilely tunable structural coloring in microscale meta-pixels made of low-index, soft lithography-compatible polymers, and verify the design with experiments.