We estimate a discrete‐time version of the Vayanos and Vila (2009) preferred‐habitat model, using Japanese government bond yield data. The estimated results indicate that bond excess returns become more sensitive to bond supply in the absence of a zero lower bound constraint unless arbitrageurs become willing to take on more risk.