Does higher thermal energy mean higher temperature?

Not necessarily. Thermal energy refers to the total amount of energy within a system, while temperature is a measure of the average kinetic energy of particles in a system. So, while higher thermal energy can contribute to higher temperatures, other factors like the number of particles and their specific heat capacity also play a role.