Lovely salvias, Arif. Those in your picture should take your heat just fine as long as you can keep them watered enough. I agree with Danita, some afternoon shade would help. Your terra cotta pots would also help keep the roots cool because they evaporate water through the clay. (but you have to water them more than plastic ones) I lived in Utah, Zone 5a (or b?) until 10 years ago. In summer we used to have daytime highs well into the 40C's for a few weeks in summer, and everyone grew those salvias successfully in their gardens. My kids still live there, and I created a perennial garden for my daughter & son-in-law over the last 5 years. The salvias will not survive through her winters there, but they are widely used as annuals.
I love the pale blue salvias you showed at the start of this thread and they obviously survive the winters where you are. If they are considered "weeds" I would be out there digging them up for my garden. The definition of a weed, as I know it, is any plant growing where you don't want it.
The zone designations aren't good indicators of how hot it will get, eg. spots in Arizona and S. California are the hottest in the US but are not zone 11. The zones are based on the average cold temps in winter, so you can judge plant hardiness. I now live in zone 9a and it does not ever get as hot here as it did when we lived in Utah zones 5-6. Our highest temperature last summer was 92deg.F or 33C. Down in the Florida Keys, zone 11, it is the same in summer, it hardly ever gets to the mid-90's. But it also never goes below 40ish in winter.