A fat delivery system includes particles of at least one emulsified fat at least partially encapsulated in gelled material. A food product includes a plant-based protein base and a plurality of fat delivery particles dispersed within the plant-based protein base. The food product may be a plant-based meat analogue that approximates the appearance, flavor and texture of certain meat products. Methods for making the fat delivery particles and the food product are also disclosed.