We present the morphological properties of 17 spectroscopically confirmed massive quiescent galaxies () at , observed with JWST/NIRSpec and NIRCam. Using Sérsic profile fits to F277W and F444W imaging, we derive the size-mass relation and find typical sizes of 0.6–0.8 kpc at , consistent with 7 growth from to the present, including 2 by . We find tentative evidence that formation history and morphology jointly influence galaxy sizes: late-forming bulge-dominated galaxies appear more compact by 0.2-0.3 dex relative to the expected relation, while late-forming disk-dominated galaxies are larger. Using a random forest regressor, we identify local environmental density, quantified by from the three nearest neighbors, as the strongest predictor of bulge-to-total ratio (), which spans 0.25-1. In the {\sc IllustrisTNG} simulation, the ex-situ stellar mass fraction () – a proxy for mergers – is instead the dominant predictor of . Galaxies with high in dense environments show bursty star formation and short quenching timescales ( Gyr), consistent with bulge growth through merger-driven starbursts; in simulations, such systems exhibit elevated ex-situ fractions (20-30%). In contrast, some high- galaxies in intermediate-density environments have low ex-situ fractions, suggesting that additional processes – such as violent disk instabilities – also contribute. These results point to multiple bulge growth pathways at high redshift, unified by rapid gas accretion, central starbursts, and AGN feedback, as predicted by cosmological simulations.

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