The MAP sensor may be bolted to the firewall and connected to the throttle body via a vacuum hose. If you need to know what it looks like try
www.rockauto.com and find the part, they typically have photos.
Other possibilities include the throttle position sensor and low fuel pressure/flow.
Suggest a Haynes manual or similar If in Seattle, King County library may have OEM service manuals at the referance desk or aftermarket Celica manuals for check out, or try Seattle public library. Call first or go online to save a trip.