Simply put, guidance involves sympathy whereas counselling involves empathy.
Guidance involves two heads coming up with solution to issues
Counselling involves the client choosing the best option without prior judgments/learning/experience.
There is a whole lot of debate going on on there interventions. This is as per my understanding of the topics so far.