We propose a geometric interpretation of Block and Gottsche's refined tropical curve counting invariants in terms of virtual chi(-y) specializations of motivic measures of semialgebraic sets in relative Hilbert schemes. We prove that this interpretation is correct for linear series of genus 1, and in arbitrary genus after specializing from chi(-y)-genus to Euler characteristic.