mereka mengenang hati hati yang damai di masa lalu - would this work?
"hati-hati" means "watch out, take care, be careful"
If you replace it with "hari-hari", your sentence should be ok.
Why cant I say '.. dari dulu'?
could "zaman dahulu"also work in place of "masa lalu"