Preheat oven to 350°.
Beat first 3 ingredients with a mixer at medium speed until light and fluffy. Add honey, extract, and egg; beat until well-blended. Lightly spoon flour into dry measuring cups; level with a knife. Combine flour, baking powder, and salt, stirring well with a whisk. Add flour mixture to sugar mixture alternately with yogurt, beginning and ending with flour mixture. Drop by level tablespoons 2 inches apart onto baking sheets coated with cooking spray. Bake at 350° for 12 minutes or until lightly browned.
Combine powdered sugar and juice in a small bowl; stir with a whisk. Brush powdered sugar mixture evenly over hot cookies. Sprinkle evenly with 2 teaspoons rind. Remove cookies from pan; cool on wire racks.