Sticky situation is an informal way of saying that the situation is embarrassing and makes you feel worried or nervous. Also a conversation or an event can be sticky.
"Tough situation" is not necessarily embarrassing, it's just physically, mentally or emotionally hard to deal with. Something that requires a lot of effort and determination.