[Theme Twenty Twelve] Change "Read More"

I run my website on https://oneofpoints.com and use a ‘more’ tag to prevent my site from slow loading. But I’m not really fond of the current look of this ‘read more’ thing on my website.

I want it to look more like this one: https://oneofpoints.com is there any way I will be able to?

I’m using a child theme