This is based on opinion. Please don't list it on a work's trope example list.
Tear Jerker / Danny Phantom
For some reason, in "Fanning the Flames", Ember's song is curiously wrenching. Mostly because the fandom consensus (despite the bad fic written about it) is that it's about the suicide of the ghost singing it, after either losing her virginity or finally committing herself to her boyfriend in a serious way only to be discarded.
Like dead trees in cold December Nothing but ashes remain...
The main line/refrain of the song ("You will remember my name!") and Ember's Villainous Breakdown at the end of her debut (her losing her power and desperately begging the crowd to say her name) become Harsher in Hindsight with all this in mind.
For dog lovers, there are tears over the death of "Cujo" the ghost dog where the series hint that it may have been put to sleep. A ghost PUPPY.
There's also Vlad himself. Since he's a villain with sympathetic goals, it isn't hard to get really, really emotional during his Villainous Breakdown in the Season Two Finale. For months, he's ached for Danny to be his son and while he tried to get it in the most diabolical manner possible, the fact that he had to see his perfect clone—nay—his perfect SON dissolve slowly right in front of his face while reaching out towards him was just heartbreaking. His huge Big "NO!" just sealed the deal. The insult to injury? His son was killed by Danny himself. Goddamn it...
And also, his final scene in the last episode where Jack leaves him to rot in space after realizing his best friend had "died away" twenty years ago. That's not the sad part; the sad part is when Vlad realized how much of an asshole he's been. He gives off quite possibly the most saddest face ever and flies away into emptiness that he's feared all his life. No words, no goofy comedy—just sad music as his expressions tell it all. *sniff*
The Ultimate Enemy. Both of Danny's friends, his parents, and his sister die in a tragic accident, which if blame is to be assigned, it would go to Danny for cheating on a test. Then, he's sent to live with his arch-enemy, where he tries to get rid of all the grief he's feeling. This leads to essentially killing himself along with practically everyone he could get to. Eventually, this evil Danny goes back in time to kill everyone he once loved only to ensure he'll still be just as evil in the future. And, the statues: Sam, Tucker, Jazz, Maddie and Jack: "Gone but not forgotten." Mr. Lancer: "Gone"
It's when Danny visits this future's version of Vlad Masters . It's the most sympathetic we see the guy in the series (except perhaps for the end of Phantom Planet.) Vlad has spent ten years with nothing but his own guilt to keep him company. Ten years of having to face the fact that his best friend, the woman he loved, and the boy who he wished more than anything would call him "dad" are all dead, and that it's all his fault.
Likewise, freakin' Dark Danny's (Dan Phantom's) fate in TUE can be considered something of a Tear Jerker. He's doomed to be trapped in the Fenton Thermos (even though he's shown trying to escape..he's never seen again in the series), alone, with nothing but his insanity and his rather tragic memories to keep him company. Though seeing he's The Sociopath with no human emotions, and last seen with a Slasher Smile, it may be somewhat difficult to sympathize with him.
Dani. Created by the villain in order to try to defeat the hero, combined with the fact she probably feels at least somewhat similar to Dawn in Buffy, as well as her being voiced by AnnaSophia Robb, who's played Break the Cutie before, and you've got a Tearjerker.
In "Masters of All Time", Jack suffers the same accident that caused Vlad's canon state. However, he is even more sympathetic, because he isn't amoral enough to use his ghost powers to become rich or manipulate his enemies. And then we have this:
When Valerie breaks up with Danny at the end of "Flirting With Disaster" because she doesn't want him to get hurt because of her ghost hunting (not knowing that he is Danny Phantom, the ghost she hates so much). Danny's really good at looking like a kicked puppy.
The Christmas special has one of these when Danny destroys everyone's toys used to form the giant nutcracker.
The reason why Danny hates the Christmas season? Because his parents are always fighting during that time.
When Danny realizes that he pretty much destroyed Christmas for Amity Park, and that he has no way to end the story he's trapped in, he goes through a minor Heroic B.S.O.D. and wanders the streets, alone. He takes a good look at all the damage he's done: destroying the toys, destroying the Christmas trees, basically ruining everyone's holiday, and it hits him hard.
This one is non-canon, but doesn't contradict informations given by canon. On DeviantArt, an artist called Sarapsys drew a little serie of one-page comics called As You Were, each one centering around a ghost and explaining who they were and the way they died, often giving them Hidden Depths and a tragic death.note For instance, Skulker used to be an aristocrat who was never taken seriously because of his small size and was stuck into a loveless marriage with a woman who married him for his wealth. Therefore, he tried to prove himself by becoming the greatest hunter. One day, he went to Africa to try to hunt a predator and came accross a lion. In his own words, "the most perfect thing [he] had ever seen... and the last...". The last panel implies that he partially based the looks of his armor on the lion who killed him. (The beast's mane looks like Skulker's flaming hair and it has the same facial feature as his armor.) All of them are sad, but the saddest are probably the stories of Technusa Workaholic dad who died by accidentally electrocuting himself the day of his daughter's wedding, while testing the new invention he created and intended to offer to her as a present and Youngbloodwho committed suicide because he was crippled with debts and regretted his childhood where things were simpler, wishing he could have been a kid forever. (Note: The descriptions of these pictures have links to the other stories, so you can find them from here.)
Canon-wise, the background of Desiree: A harem member who was loved by the Sultan, until she was chased of by the Sultan's wife. She died of a broken heart, and was cursed to wander the world granting wishes. Eventually her bitter feelings at seeing those wishes bring happiness to others turned her evil.