Deep Despair follows a group of strangers with different origins who end up stranded in the middle of the Pacific Ocean after the plane they were on crashes. Trapped in an air pocket, they must work together to face the dangers that surround them on all sides and also deal with the oxygen supply that is increasingly close to running out.