As a teenager, Geyer worked as an apprentice-gardener in Zabeltitz, and in 1830 became an assistant at the botanical gardens in Dresden.
Ya adolescente, Geyer es un aprendiz de jardinería en Zabeltitz, y en 1830 será asistente en el Jardín Botánico de Dresden.