An exchange interaction between magnetic clusters at ambient temperature leads to a correlated super‐spin glass state as a result of frustration between inter‐particle exchange interaction and randomly oriented intra‐particle anisotropy. In addition, after cluster oxidation a core‐shell system appears that causes an exchange bias field at cryogenic temperatures due to ferromagnetic‐antiferromagnetic coupling, which is also stabilized by cluster interactions.