While it was known that High Temperature Superconductivity appears in cuprates showing complex multiscale phase separation due to inhomogeneous charge density wave (CDW) order, the spatial distribution of CDW domains remained an open question for a long time, because of the lack of experimental probes able to visualize their spatial distribution at mesoscale, between atomic and macroscopic scale. Recently scanning micro X-ray Diffraction (SµXRD) revealed CDW crystalline electronic puddles with a complex fat-tailed spatial distribution of their size. In this work we have determined and mapped the anisotropy of the Charge Density Waves (CDW) puddles in HgBa 2 CuO 4+y (Hg1201) single crystal. We discuss the emergence of high temperature superconductivity in the interstitial space with hyperbolic geometry, that opens a new paradigm for quantum coherence at high temperature where negative dielectric function and interference between different pathways can help to raise the critical temperature. PACS numbers: 61.05.C-, 74.72.-h, 61.05.cf, 61.43 Organization of local lattice fluctuations and charge inhomogeneity determines intrinsic physical properties in new functional materials. This heterogeneity varies from the scale of microns to the atomic level [1-3]. Imaging structural fluctuations and inhomogeneity is an interdisciplinary fundamental issue for understanding function-structure relationship in complex materials and for the design of new functional materials.Nowadays, the improved X-ray optics and imaging techniques make possible to image the bulk structure at nanoscale and mesoscale that is the scale length between the atomic