Lemon thyme is a small, shrub-like herb with tiny leaves growing in clusters along multi-branched stems. ... The lemon flavor can mask some of the bitterness typically present in garden thyme. During the summer months, flowers with small, two-lipped, lilac blossoms appear at the ends of the stems.