Break cinnamon stick into small pieces, and bruise the cardamom pods. Add spices (not almonds) and tea to water, and bring to a boil. Reduce to a simmer and let steep for 4 to 5 minutes, then strain.
Put a teaspoon of almond powder in the bottom of each of four cups, and pour hot tea over. Add honey to sweeten, if desired.