The Short Version
The evidence clearly supports this statement. Major scientific sources identify soils, oceans, sediments, rocks, and fossil fuels as carbon reservoirs that contain at least some carbon stored for long periods. The main nuance is that storage times vary widely across and within these reservoirs, especially in soils and the ocean.