Preservatives, emulsifiers, stabilisers, colourings, anti-oxidents, etc.
No, not at all. Some food additives used for colour are gold and silver, and they are definitely not soluble. Others, such as vitamin A and carotene, are not soluble in water, but soluble in organic solvents and fats.