Do we have historical evidence which shows whether significant number of people felt guilty about owning (without necessarily abusing) slaves in the ancient Roman era, e.g. 1-2 century AD?
I don't recall examples of people actually feeling guilt about owning slaves, but it was not very uncommon for the better sort of slaveowner to include manumission of most or all of his slaves in his will. This does count a bit, I think...
For a slave-owner if he felt sympathy to his slaves it was natural to improve their conditions and not to abuse them.
Freeing the slaves was also very widespread, because it became a powerful means of political manipulation: a rich slave-owner would free a mass of slaves before an election so that they could vote for him. This led to a state prohibition of mass slave freeings, imposing some quotas on slave-owners (I think this started with Augustus).
The legal protection of the slaves was improving over time, including prohibition of inhumane treatment and requirement to free slaves who unable to work.
So, the slave owner would have no reason to feel any guilt: if he did feel anything similar, he could free the slave(s) and if he was prohibited from doing so by the state, he could feel not guilty at all. He also was free to improve slaves' conditions beyond what was common level and even beyond freemen if he wished.
According to The Dawn of European Civilization by G. Hartwell Jones (1903), slaves in Rome were "looked upon as fit for nothing but the cross, the stake, or the arena" [for gladiatorial combat]. In Rome, the "principle that the slave was destitute of legal rights" applied. Improvements in their status were slow to come.
1878 oil painting by Fyodor Andreyevich Bronnikov, "The damned box. Place of execution in ancient Rome. The crucified slaves" [Public domain], via Wikimedia Commons
Subsequently slaves fared sometimes better -- being allowed to acquire property to save up for the purpose of purchasing their freedom -- and sometimes worse:
Yet the Emperor Hadrian had a law passed "forbidding the masters to kill their slaves, and enacting that they should be tried by the laws provided against capital offences". This followed on the heels of humanitarian advances, chiefly due to the efforts of the Stoics.
But while giving due credit to Stoicism, Hartwell Jones thinks that the breakdown of slavery (as opposed to its melioriation) is owed to Christianity:
Hartwell Jones does not discuss what, if any, guilt the Romans may have felt over the institution of slavery. It is likely, however, that the intermittent moves to ease their plight and grant them personal rights, as well as the annual feast called Saturnalia in which the roles of master and slave were reversed, indicate at minimum an awareness of the moral issues connected to slavery.
That view may be colored by Jones' background as a theologian and minister, however. Earlier, in Zur Geschichte der antiken Sklaverei published in Deutsche Zeitschrift für Geschichtswissenschaft (1894), Ludo Moritz Hartmann notes that St. Augustine, while maintaining that the Lord did not desire for man to rule over man, nonetheless explained that slavery emerges as a consequence of sin and that it is the unfathomable decision of the Almighty that some nations should lose wars and their people be cast into servitude. Patiently wearing the chains of slavery in this life increased one's chances to be elevated in the afterlife. And indeed, bishops, abbots, and even the Pope owned slaves. Horace, son of a freedman. Statue in Vicenza, Italy. Image credit: by D.N.R. [Public domain], via Wikimedia Commons
Hartmann thinks that the fresh supply of slaves in Rome dried up because of the consolidation in the borders of the Empire, i.e., fewer wars and raids that ended with abductions into captivity. However, he does not comment on why the Romans did not then return to the ancient custom of "debt slavery".
Freed slaves would often remain beholden to their former owner as "clients", a relationship based on mutual obligations but surely not to the disadvantage of the patron.
Clientism was but one of the sociological phenomena in the gradual movement away from slavery. There was no clean break after which all slavery ended. Another phenomenon was the "colonate", a form of dependant farming that preserved some elements of slavery while incorporating aspects of autonomy for the dependents.
In a 2011 term paper, Julia Muhlnickel quotes from a late-Empire decree:
On the other hand, she writes:
Summarizing current scholarship on the question of slavery and whether it was supplanted by the colonate, Muhlnickel writes that the earlier view of a straightforward replacement has been largely abandoned.
Most importantly, slavery cannot be said to have ended in Europe until the High Middle Ages. Serfdom, the successor to the colonate, did not end until the 19th century in Europe. And in parts of the world, slavery is still being practiced. In his novels and travelogues, writer V.S. Naipaul portrays slaves and their owners, finding that slaves born into that status are not necessarily unhappy with it.
One thing I have been unable to find during my (far from exhaustive!) research is a John Brown-like figure in Ancient Rome, a vocal abolitionist with a significant following. Although Rome saw slaves rise up in the famous Spartacus Revolt, there never was anything approaching the raid on Harpers Ferry. I suggest, therefore, that asking whether a lot of people in Ancient Rome felt guilty about owning slaves may be a red herring, a notion called forth by our inculturation which abhors the institution of slavery as criminal and inhumane. This notion would have appeared alien to the Romans and indeed, does appear alien to some people in parts of the world even today.