It is normally followed by erratic arm movements and an over-excited grin.
An emotion explosion can be back-fired by 'p**sing on their bonfire'.
Tim: OMG!!! Have you seen pirates of the Caribbean??!! *flails arms wildly*
Cat: 'Yes, it was crap...',
Tim: Oh, I had an emotion explosion again didn't I.