"I came from something that could get pretty hairy at times," said Pryce, who signed a five-year, $25 million contract with Baltimore in March.
"I had to make all the plays. If I didn't, I was wrong, that type of thing. For the first time in a long time, I feel like I'm happy to be playing football.
"The way the coaches and everybody is the same here it's not an 'us versus them' mentality between the players and the coaches where you do something wrong and you know there's going to be hell to pay. The coaches, I think, want to help you and they feel part of it, too. They might feel pressure for their jobs like we do, so it's a little bit different."
Pryce remains bitter about how he was utilized in his final season in Denver when he often dropped back into coverage on third downs instead of rushing the passer. He was limited to four sacks after recording 59 during his first eight seasons in Denver.
"I'm actually going to be put in a position to try to make a play instead of the blocking dummies of a defensive line that we became last year in Denver," Pryce said. "Somebody said I had 10 tackles for losses and 50-some pressures. It doesn't matter. I was released anyway."