In between cycles of REM sleep, we have non-REM sleep, which includes deep or 'slow-wave' sleep.

In the deeper stages of non-REM sleep brain activity is slower.

Healthy people rotate between three states of vigilance: wakefulness, rapid eye-movement (REM) sleep and non-REM sleep.