Structures impact the performance of nanocatalysts, but optimizing them by altering their structures is tedious and restricted. We present a strategy using "high energy" polymeric composite micelles as precursors to produce variously structured nanocatalysts in a simple, temporally controlled manner. By incubating core−shell spherical micelles of poly(ethylene glycol)-b-poly(4-vinylpyridine) with a molybdate hydrate complexable with poly(4-vinylpyridine), the molybdates cross-link and enlarge the confined poly(4-vinylpyridine) core, producing "high-energy" and "crosslinking-locked" polymeric composite micelles. Properly increasing the temperature weakens the cross-linking and releases the energy at a suitable rate, facilitating the stepwise transition of the polymeric composite micelles into various structures. Cooling the system at specific phases generates worm-like, flower-like, and clustered structures that further develop into molybdenum phosphide (MoP) nanoworms, nanoflowers, and nanoclusters, respectively. MoP nanoworms demonstrate the highest efficiency as nanoelectrocatalysts for hydrogen evolution, surpassing previously reported MoP-based catalysts and even commercial Pt/C catalysts in high current density regions.