Structural evolution plays a critical role in determining the intercalation reversibility of lithium, thereby influencing its electrochemical properties. This work reveals that structural flexibility and metastability are the characteristics of anionic redox-based lithium transition metal oxides. After anionic redox activation, these materials transform to metastable states that exhibit highly attractive mechanical properties (negative compressibility) and structural reordering under high pressure treatment.