Swift described Evermore as an offshoot of "the folklorian woods"—an escapist, cottagecore-inspired direction she first ideated with Folklore during the COVID-19 pandemic; she regards them as sister albums. Evermore blends alternative rock, indie folk and chamber pop styles, carried by fingerpicked guitars, somber pianos, lavish strings, and sparse percussion.