A negative electrode (3) including a negative electrode layer (3b), which contains a titanium composite oxide and a carboxymethyl-cellulose compound. The carboxymethylcellulose has a degree of etherification of 1 or more and 2 or less. The negative electrode layer (3b) has a density of 2.2 g/cm 3 or more.