You can sleep with a cold or warm therapy eye mask, but these masks can be somewhat lumpy, particularly if they contain massaging beads. If you sleep on your side or stomach, the mask may be uncomfortable. Opt for a sleep mask that contains gel inserts rather than using a therapy-style mask when you go to bed.