Gene repression mechanisms are poorly understood. Although many enhancers of gene regulation have been characterized, far fewer silencers (which can repress gene expression) have been identified. H3K27me3 is a repressive histone modification; we reason that H3K27me3-rich regions (MRRs) of the genome defined from clusters of H3K27me3 peaks may be used to identify silencers that can regulate gene expression via proximity or looping. We found that MRRs are associated with chromatin interactions and tend to interact preferentially with each other. EZH2 inhibition or knockout showed that H3K27me3 was not required for maintenance of chromatin interactions, but genes at or looping to MRRs were upregulated upon loss of H3K27me3. To more fully understand the repressive function of MRRs, we used CRISPR to excise components of MRRs at interaction anchors and functionally characterized the knockouts in cellular assays and xenograft models. MRR removal can lead to upregulation of interacting target genes, altered chromatin interactions, changes in phenotype associated with cell identity, and altered xenograft tumor growth. Taken together, our results demonstrate an additional dimension of the epigenetic code by identifying silencers and their mechanisms of functioning.