assuming "sale price" is price of a residential house, then yes, you would expect the bedroom coefficient to be negative.
i would consider two things:
(i)Is the coefficient significantly negative?
(ii)i notice there is no variable for location...perhaps the larger houses in your same just tend to be in the deprived areas. you can probably ignore this comment if "pctcollege" is an affluence variable.