Combine first 5 ingredients (lavender through cayenne pepper) in a large bowl. Store in an airtight container at room temperature.
To make a pitcher of tea:
In a large kettle, boil 8 cups of water; remove from heat. Add 3 rounded tablespoons of tea to a tea ball and submerge in kettle. Allow to steep for at least 5 minutes. Use a spoon to press tea against the tea ball walls to extract extra flavor. Stir in lemon juice and honey mixture.
Allow to cool, transfer to pitcher and refrigerate.