Music journalists describe the album as synth-pop and vaporwave aesthetic-inspired, though Beck draws from several genres. The album art reflects this style, featuring Beck in front of a A60 Toyota Celica, with the album's title in blocky Japanese script. Thematically, Hyperspace explores heartbreak, sincerity, solitude and Beck's relation to them.