Many near-synonyms differ in their marking as to the speaker's attitude to their denotation: good thing or bad thing.
the same person might be described as skinny, if the speaker wanted to be deprecating or pejorative, slim or slender, if he wanted to be more complimentary, or thin if he wished to be neutral.