Red salvia means "I'm always thinking about you".
From Yoshi's translation of the Persona World Guidance book:
A member of the sage family, its name means "rescue" in Latin and in antiquity it was used as a medicinal herb for treatment. It has small red or white petals, and makes sweet honey. A red salvia was left behind by Joker to "release memories of the fire" in flower language.