@Jagger's answer is great, but @guettli asked for shorter syntax. So just for completeness, there is of course always the possibility to wrap this in a class:
CLASS dictionary DEFINITION.
PUBLIC SECTION.
TYPES:
BEGIN OF row_type,
key TYPE string,
data TYPE string,
END OF row_type.
TYPES hashed_map_type TYPE HASHED TABLE OF row_type WITH UNIQUE KEY key.
METHODS put
IMPORTING
key TYPE string
data TYPE string.
METHODS get
IMPORTING
key TYPE string
RETURNING
VALUE(result) TYPE string.
METHODS get_all
RETURNING
VALUE(result) TYPE hashed_map_type.
METHODS contains
IMPORTING
key TYPE string
RETURNING
VALUE(result) TYPE abap_bool.
PRIVATE SECTION.
DATA map TYPE hashed_map_type.
ENDCLASS.
CLASS dictionary IMPLEMENTATION.
METHOD put.
READ TABLE map REFERENCE INTO DATA(row) WITH TABLE KEY key = key.
IF sy-subrc = 0.
row->*-data = data.
ELSE.
INSERT VALUE #( key = key
data = data )
INTO TABLE map.
ENDIF.
ENDMETHOD.
METHOD get.
result = map[ key = key ]-data.
ENDMETHOD.
METHOD get_all.
INSERT LINES OF map INTO TABLE result.
ENDMETHOD.
METHOD contains.
result = xsdbool( line_exists( map[ key = key ] ) ).
ENDMETHOD.
ENDCLASS.
Leading to:
DATA(phone_numbers) = NEW dictionary( ).
phone_numbers->put( key = 'hans' data = '++498912345' ).
phone_numbers->put( key = 'peter' data = '++492169837' ).
phone_numbers->put( key = 'alice' data = '++6720915' ).
" access
WRITE phone_numbers->get( 'hans' ).
" add
phone_numbers->put( key = 'bernd' data = '++3912345' ).
" update
phone_numbers->put( key = 'bernd' data = '++123456' ).
IF phone_numbers->contains( 'alice' ).
WRITE 'Yes, alice is known'.
ENDIF.
" all entries
LOOP AT phone_numbers->get_all( ) INTO DATA(row).
WRITE: / row-key, row-data.
ENDLOOP.
People rarely do this in ABAP because internal tables are so versatile and powerful. From my personal point of view, I'd like to see people build more custom data structures. Implementation details like HASHED or SORTED, see discussion in @Jagger's answer, are hidden away in a natural way when doing this.