Dissolve is simply an application of the conceptual operators referred to as 'Merge' or 'Amalgamation.' It is a process in which a new map feature is created by merging adjacent polygons, lines, or regions that have a common value for a specified attribute. Dissolve is one of the Data Management tools used for generalizing features. This tool combines like features based on a specified attribute or attributes.
About the Merge/Amalgamation Operator
See also "Merge (Amalgamation)" in the Cartographic generalization page
"The merge operator combines an array of related features into a single representative feature without a change in dimension” and has also bee reffered to as amalgamation , dissolving, agglomeration, dissolution, and fusion. Some authors have used the term merge to refer to the combination of lines and the term amalgamation to refer to the combination of polygons, although this operation can be performed on points as well. It should be noted that Merge is different than the Aggregate feature because no change in dimensionality (i.e. point to polygon) occurs. 
Dissolving Attribute Data in ArcGIS
As the dissolve process does not retain all of the underlying attribute data of the original undissolved features in the new dissolve layer, it is important to understand how the dissolve operation affects data and how to achieve desired results. It is the removing of boundaries between adjacent polygons having the same value for a specific attribute, combining polygons that would otherwise be assigned the same color or hatch pattern in a thematic map display.
After the dissolve, however, the data is quite different. In the lower table, the attribute table for the dissolved features shows new statistics for the Shape Area and Shape Length, and another column of data is added called Export_Output_Blue.
The Export_Output_Blue column is an updated version of the original 'Blue' column from the undissolved map. Note that all other data that was not part of the dissolve process was removed.
Also note that not all of the blue areas resolved to a single polygon, yet all of the data (Shape_Area and Shape_Length) for each Blue value is summed as a single entry in the data table.Attributes of features that become aggregated by dissolve can be summarized or described using a variety of statistics. The statistic used to summarize attributes is added to the output feature class as a single field with the following naming standard of statistic type + underscore + input field name. For example, if the SUM statistic is used on a field named 'POP', the output will have a field named 'SUM_POP'. To find out more about the syntax and process used in ArcGIS to summarize aggregated data on dissolve, see ESRI Web Help - Dissolve (Data Management).
- The attributes of the aggregated features may be summarized using a statistic type. For example, when aggregating sale territories, the revenue for each feature within a territory could be summed to obtain the total sales revenue for that territory (revenue sum).
- The statistic type used to summarize attributes is added to the output feature class as a single field: statistic_field.
- Text attribute fields may be summarized using the statistics First or Last. Numeric attribute fields may be summarized using any statistic: Sum, Mean, Max, Min, Range, Std, First, or Last.
- Multipart option gives users control over the existence of multipart features in the output feature class. When MULTI_PART is used in the command line or this option is checked on the dialog, multipart features are allowed in the output feature class; otherwise, the output will contain single_part features only.
- Dissolve can create very large multipart polygon features. This is especially true when using a small number of Dissolve Field(s) or when dissolving all features into a single feature. Very large features may cause display problems and/or have poor performance when drawn on a map or when edited. To avoid these potential problems, use the multipart parameter's MULTI_PART option to split potentially larger multipart features into many smaller features.
- The spatial reference of the output feature class will be the same as the input features.
- The Dissolve Field(s) parameter's Add Field button is used only in ModelBuilder. In ModelBuilder, where the preceding tool has not been run, or its derived data does not exist, the Dissolve Field(s) parameter may not be populated with field names. The Add Field button allows you to add expected fields so you can complete the Dissolve dialog and continue to build your model.
- Current map layers may be used to define input features. When using layers, only the currently selected features are used in the Dissolve operation.
- Dissolve limits the creation of extremely large features based on the relation of feature size to available memory. In such cases, smaller more manageable features will be created. Warning messages will be used to indicate this occurrence.