An anode composition that includes an elastomeric polymer binder, a plurality of electrochemically active metal particles dispersed in the binder, an electrically conductive diluent, and an adhesion promoter that promotes adhesion among the particles, the diluent, and the binder. Also featured are lithium ion batteries featuring anodes made from these compositions.