Metavalent bonding is crucial for the determination of phase transition and improvement of device performance in phase-change materials, which are attracting interest for use in memory devices. Although monitoring dielectric and phononic parameters provides a direct measure of the metavalent bonding, the control of phase-change phenomena and metavalent bonding in the dynamical regime has yet to be demonstrated. This study reports the photoenhanced metavalent bonding and resulting hidden metallic crystalline state of Ti-doped Sb<sub>2</sub>Te<sub>3</sub>, a representative phase-change material with ultralong sustainability. Using ultrafast terahertz spectroscopy, Ti<sub>0.4</sub>Sb<sub>2</sub>Te<sub>3</sub> was discovered to possess ultralong pump-probe dynamics, which is retained over hundreds of picoseconds, unlike the short-lived state of undoped Sb<sub>2</sub>Te<sub>3</sub>. Moreover, for Ti<sub>0.4</sub>Sb<sub>2</sub>Te<sub>3</sub> during the long-lived transmission change, the infrared-active phonon is highly softened, even more than the amount of a thermal phonon shift, indicating the photoenhancement of lattice anharmonicity. Such a long-lived relaxation implies photoinduced transition into a crystalline state of ultrastrong metavalent bonding in Ti<sub>0.4</sub>Sb<sub>2</sub>Te<sub>3</sub>, on the basis of comparisons of the dynamical dielectric constant and temporal phonon shift. Our results show the realization of photoengineering of phase-change materials by tuning electron sharing or transferring.