Implication of 'nothing very big, just close friends':
- The party is intended to be a small, informal gathering.
- There will likely be no elaborate decorations, formal dress code, or extensive entertainment.
- The focus is on relaxed socializing with people who know each other well.
Summary: This phrase indicates that the party will be a casual and intimate event.