I don't know if It's just me or not, The Second Encounter Levels when transitioned to the next level, Health and Armor doesn't carry over, I noticed this when I was overconfident to tank a huge amount of damage since before the level I had over 100 Armor and over 100 Health.

Ammo and Weapons (Even powerups like Serious Damage) does carry over however.