I accepted Ralph's answer, but I wanted to record the steps I took to do the full task. Just to clarify, I don't have a problem with Maven. I have a BIG problem with Spring forcing me to use it.
Download Maven, unzip it. Note that it requires M2_HOME and JAVA_HOME properties, which can be set in a CMD file if you don't want to make them permanent.
Run this command to create a default project, with a pom.xml. Note that you should be in an empty folder when you do it.
mvn archetype:generate -DgroupId=com.mycompany.app -DartifactId=my-app -DarchetypeArtifactId=maven-archetype-quickstart -DinteractiveMode=false
Move into the my-app folder that was just created and edit the pom.xml. Note that Maven seems to require a JUnit dependency for testing.
<project xmlns="http://maven.apache.org/POM/4.0.0"
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0
http://maven.apache.org/maven-v4_0_0.xsd">
<modelVersion>4.0.0</modelVersion>
<groupId>com.mycompany.app</groupId>
<artifactId>my-app</artifactId>
<packaging>jar</packaging>
<version>1.0-SNAPSHOT</version>
<name>my-app</name>
<dependencies>
<dependency>
<groupId>junit</groupId>
<artifactId>junit</artifactId>
<version>3.8.1</version>
<scope>test</scope>
</dependency>
<dependency>
<groupId>org.springframework</groupId>
<artifactId>spring-core</artifactId>
<version>3.2.2.RELEASE</version>
</dependency>
<dependency>
<groupId>org.springframework</groupId>
<artifactId>spring-context</artifactId>
<version>3.2.2.RELEASE</version>
</dependency>
</dependencies>
Run
mvn dependency:copy-dependencies
and your project should now have a dependencies folder with all the JAR.